Running ‘testthat.R’ [34s/87s]
Running the tests in ‘tests/testthat.R’ failed.
Complete output:
  > library(testthat)
  > library(exprso)
  Loading required package: kernlab
  
  Attaching package: 'exprso'
  
  The following object is masked from 'package:testthat':
  
      compare
  
  > 
  > test_check("exprso")
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       5    0
    Case          0    5
    acc sens spec
  1   1    1    1
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       5    0
    Case          0   15
    acc sens spec
  1   1    1    1
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       5    0
    Case          0   15
    acc sens spec
  1   1    1    1
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       5    0
    Case          0   15
    acc sens spec
  1   1    1    1
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       5    0
    Case          0   15
    acc sens spec
  1   1    1    1
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       5    0
    Case          0   15
    acc sens spec
  1   1    1    1
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      10    0
    Case          0   20
    acc sens spec
  1   1    1    1
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       5    0
    Case          0   15
    acc sens spec
  1   1    1    1
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       5    0
    Case          0   15
    acc sens spec
  1   1    1    1
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       5    0
    Case          0   15
    acc sens spec
  1   1    1    1
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       5    0
    Case          0   15
    acc sens spec
  1   1    1    1
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       5    0
    Case          0   15
    acc sens spec
  1   1    1    1
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    1
    Case          1   14
    acc      sens spec
  1 0.9 0.9333333  0.8
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    1
    Case          1   14
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    1
    Case          1   14
    acc      sens spec
  1 0.9 0.9333333  0.8
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    1
    Case          1   14
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    1
    Case          1   14
    acc      sens spec
  1 0.9 0.9333333  0.8
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    1
    Case          1   14
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    1
    Case          1   14
    acc      sens spec
  1 0.9 0.9333333  0.8
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    1
    Case          1   14
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    1
    Case          1   14
    acc      sens spec
  1 0.9 0.9333333  0.8
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    1
    Case          1   14
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    1
    Case          1   14
    acc      sens spec
  1 0.9 0.9333333  0.8
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    1
    Case          1   14
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    1
    Case          1   14
    acc      sens spec
  1 0.9 0.9333333  0.8
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    1
    Case          1   14
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    1
    Case          1   14
    acc      sens spec
  1 0.9 0.9333333  0.8
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    1
    Case          1   14
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    1
    Case          1   14
    acc      sens spec
  1 0.9 0.9333333  0.8
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    1
    Case          1   14
  Performing a one-vs-all binary task with class 1 set as "Case".
  Performing a one-vs-all binary task with class 2 set as "Case".
  Performing a one-vs-all binary task with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    8
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    8
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    8
    Case          0    0
          acc sens spec
  1 0.6666667    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 8 0 0
          2 0 8 0
          3 0 0 8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0   12
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    2
    Case          0    0
      acc sens spec
  1 0.875    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  2  0  1
          2  0 12  0
          3  0  0  1
  Class 1 performance (acc, sens, spec): 0.9375, 1, 0.928571428571429 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.9375, 0.5, 1 
  Total accuracy of ExprsModule: 0.9375 
       acc
  1 0.9375
  Performing a one-vs-all binary task with class 1 set as "Case".
  Performing a one-vs-all binary task with class 2 set as "Case".
  Performing a one-vs-all binary task with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    8
    acc sens spec
  1   1    1    1
  Calculating accuracy using ROCR based on prediction probabilities...
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    8
    acc sens spec
  1   1    1    1
  Calculating accuracy using ROCR based on prediction probabilities...
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    8
    acc sens spec
  1   1    1    1
  Calculating accuracy using ROCR based on prediction probabilities...
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    8
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    8
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    8
    Case          0    0
          acc sens spec
  1 0.6666667    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 8 0 0
          2 0 8 0
          3 0 0 8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 8 0 0
          2 0 8 0
          3 0 0 8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0   12
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    2
    Case          0    0
      acc sens spec
  1 0.875    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  2  0  1
          2  0 12  0
          3  0  0  1
  Class 1 performance (acc, sens, spec): 0.9375, 1, 0.928571428571429 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.9375, 0.5, 1 
  Total accuracy of ExprsModule: 0.9375 
       acc
  1 0.9375
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  2  0  1
          2  0 12  0
          3  0  0  1
  Class 1 performance (acc, sens, spec): 0.9375, 1, 0.928571428571429 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.9375, 0.5, 1 
  Total accuracy of ExprsModule: 0.9375 
  ── 1. Failure: ExprsMulti build and predict is grossly intact (@test-build.R#252
  calcStats(predict(mach, arrayMulti.test))$acc not equal to 1.
  1/1 mismatches
  [1] 0.938 - 1 == -0.0625
  
  ## Making internal comparisons for first object (across 'colBy' column)...
  	Annotation id: 0.001345045
  	Annotation class: 0.03389485
  	Annotation sex: 1
  ## Making internal comparisons for first object (across 'colBy' column)...
  	Annotation id: 0.001345045
  	Annotation class: 0.03389485
  	Annotation sex: 1
  ## Making internal comparisons for second object (across 'colBy' column)...
  	Annotation id: 0.0004711919
  	Annotation class: 0.003892417
  	Annotation sex: 1
  ## Making comparisons between objects (independent of 'colBy' column)...
  	Annotation id: 0.8535803
  	Annotation class: 1
  	Annotation sex: 1
  	Annotation defineCase: 1
  ## Making internal comparisons for first object (across 'colBy' column)...
  	Annotation id: 0.001345045
  	Annotation class: 0.03389485
  	Annotation sex: 1
  ## Making internal comparisons for first object (across 'colBy' column)...
  	Annotation id: 0.001345045
  	Annotation class: 0.03389485
  	Annotation sex: 1
  ## Making internal comparisons for second object (across 'colBy' column)...
  	Annotation id: 0.0004711919
  	Annotation class: 0.003892417
  	Annotation sex: 1
  ## Making comparisons between objects (independent of 'colBy' column)...
  	Annotation id: 0.8535803
  	Annotation class: 1
  	Annotation sex: 1
  	Annotation defineCase: 1
  ## Making internal comparisons for first object (across 'colBy' column)...
  	Annotation id: 0.0001057369
  	Annotation class: 7.987476e-05
  	Annotation sex: 1
  ## Making internal comparisons for first object (across 'colBy' column)...
  	Annotation id: 0.0001057369
  	Annotation class: 7.987476e-05
  	Annotation sex: 1
  ## Making internal comparisons for second object (across 'colBy' column)...
  	Annotation id: 2.843786e-06
  	Annotation class: 7.987476e-05
  	Annotation sex: 1
  ## Making comparisons between objects (independent of 'colBy' column)...
  	Annotation id: 0.9753339
  	Annotation class: 1
  	Annotation sex: 0.3990752
  	Annotation defineCase: 1
  ## Making internal comparisons for first object (across 'colBy' column)...
  	Annotation id: 0.0001057369
  	Annotation class: 7.987476e-05
  	Annotation sex: 1
  ## Making internal comparisons for first object (across 'colBy' column)...
  	Annotation id: 0.0001057369
  	Annotation class: 7.987476e-05
  	Annotation sex: 1
  ## Making internal comparisons for second object (across 'colBy' column)...
  	Annotation id: 2.843786e-06
  	Annotation class: 7.987476e-05
  	Annotation sex: 1
  ## Making comparisons between objects (independent of 'colBy' column)...
  	Annotation id: 0.9753339
  	Annotation class: 1
  	Annotation sex: 0.3990752
  	Annotation defineCase: 1
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       1   13
    Case          4    2
     acc      sens spec
  1 0.15 0.1333333  0.2
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    1
    Case          1   14
    acc      sens spec
  1 0.9 0.9333333  0.8
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2   14
    Case          3    1
     acc       sens spec
  1 0.15 0.06666667  0.4
  Ensemble classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    1
    Case          3   14
    acc      sens spec
  1 0.8 0.9333333  0.4
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       1   13
    Case          4    2
     acc      sens spec
  1 0.15 0.1333333  0.2
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    1
    Case          1   14
    acc      sens spec
  1 0.9 0.9333333  0.8
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2   14
    Case          3    1
     acc       sens spec
  1 0.15 0.06666667  0.4
  Ensemble classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    1
    Case          3   14
    acc      sens spec
  1 0.8 0.9333333  0.4
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    1
    Case          1   14
    acc      sens spec
  1 0.9 0.9333333  0.8
  Ensemble classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    1
    Case          1   14
    acc      sens spec
  1 0.9 0.9333333  0.8
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2   14
    Case          3    1
     acc       sens spec
  1 0.15 0.06666667  0.4
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    1
    Case          1   14
    acc      sens spec
  1 0.9 0.9333333  0.8
  Ensemble classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    1
    Case          3   14
    acc      sens spec
  1 0.8 0.9333333  0.4
  ── 2. Failure: buildEnsemble calls pipeFilter correctly (@test-ens.R#49)  ──────
  predict(ens3, arrays[[2]]) not equal to predict(ens4, arrays[[2]]).
  Attributes: < Component "decision.values": Mean relative difference: 0.6744575 >
  Attributes: < Component "pred": 4 string mismatches >
  Attributes: < Component "probability": Component "Control": Mean relative difference: 0.1430534 >
  Attributes: < Component "probability": Component "Case": Mean relative difference: 0.1083492 >
  
  [1] "Preparing data for binary classification."
  [1] "Converting binary labels to CONTROL / CASE."
  [1] "CONTROL: setosa (override with 'switch')"
  [1] "Preparing data for multi-class classification."
  [1] "Preparing data for regression."
  Performing a one-vs-all binary task with class 1 set as "Case".
  Performing a one-vs-all binary task with class 2 set as "Case".
  Performing a one-vs-all binary task with class 3 set as "Case".
  ── 3. Failure: modSwap and subset work without any error (@test-mod.R#19)  ─────
  `%>%`(...) not equal to c(0, 1, 0, 1, 0, 0, 0, 0).
  4/8 mismatches (average diff: 1)
  [1] 1 - 0 ==  1
  [2] 0 - 1 == -1
  [3] 1 - 0 ==  1
  [4] 0 - 1 == -1
  
  ── 4. Failure: modSwap and subset work without any error (@test-mod.R#25)  ─────
  array.train %>% modSwap(how = spillover, percent = 50) %>% "mutated"$NULL not equal to c(0, 1, 0, 1, 0, 0, 0, 0).
  4/8 mismatches (average diff: 1)
  [1] 1 - 0 ==  1
  [2] 0 - 1 == -1
  [3] 1 - 0 ==  1
  [4] 0 - 1 == -1
  
  Setting 'k' to '2' (default behavior, override explicitly)...
  Setting 'metric' to 'euclidean' (default behavior, override explicitly)...
  Setting 'p' to '2' (default behavior, override explicitly)...
  Calculating dissimilarity matrix using 'metric' and 'p' arguments...
  Updating ExprsArray object...
  Setting 'centers' to '2' (default behavior, override explicitly)...
  Updating ExprsArray object...
  ── 5. Failure: modCluster and modSubset work without any error (@test-mod.R#34) 
  `%>%`(...) not equal to `%>%`(...).
  Attributes: < Component "annot": Attributes: < Component "row.names": 4 string mismatches > >
  Attributes: < Component "annot": Component "id": Mean relative difference: 0.7228916 >
  Attributes: < Component "annot": Component "class": 4 string mismatches >
  Attributes: < Component "annot": Component "defineCase": 4 string mismatches >
  Attributes: < Component "exprs": Attributes: < Component "dimnames": Component 2: 4 string mismatches > >
  Attributes: < Component "exprs": Mean relative difference: 0.7486536 >
  
  Setting 'k' to '2' (default behavior, override explicitly)...
  Updating ExprsArray object...
  Setting 'k' to '2' (default behavior, override explicitly)...
  Updating ExprsArray object...
  Setting 'k' to '2' (default behavior, override explicitly)...
  Setting 'metric' to 'euclidean' (default behavior, override explicitly)...
  Setting 'p' to '2' (default behavior, override explicitly)...
  Calculating dissimilarity matrix using 'metric' and 'p' arguments...
  Updating ExprsArray object...
  Setting 'k' to '2' (default behavior, override explicitly)...
  Updating ExprsArray object...
  |------------(25%)----------(50%)----------(75%)----------|
  Averaging best accuracies across all boots...
  |------------(25%)----------(50%)----------(75%)----------|
  Averaging best accuracies across all boots...
  ── 6. Failure: calcMonteCarlo picks best CV (@test-pl-cv.R#67)  ────────────────
  round(calcMonteCarlo(boot, colBy = "valid.auc"), 7) not equal to 0.7619048.
  1/1 mismatches
  [1] 0.571 - 0.762 == -0.19
  
  |------------(25%)----------(50%)----------(75%)----------|
  |------------(25%)----------(50%)----------(75%)----------|
  Averaging best accuracies across all folds...
  ── 7. Failure: calcMonteCarlo picks best CV (@test-pl-cv.R#106)  ───────────────
  calcNested(nest, colBy = "train.plCV") not equal to mean(nest$train.plCV[seq(2, 20, 2)]).
  1/1 mismatches
  [1] 0.715 - 0.7 == 0.015
  
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       5    0
    Case          0   15
    acc sens spec
  1   1    1    1
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       5    0
    Case          0   15
    acc sens spec
  1   1    1    1
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       5    1
    Case          0   14
     acc      sens spec
  1 0.95 0.9333333    1
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       5    1
    Case          0   14
     acc      sens spec
  1 0.95 0.9333333    1
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       5    0
    Case          0   15
    acc sens spec
  1   1    1    1
  Calculating accuracy using ROCR based on prediction probabilities...
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       5    1
    Case          0   14
     acc      sens spec
  1 0.95 0.9333333    1
  Calculating accuracy using ROCR based on prediction probabilities...
  ── 8. Failure: plCV is grossly intact (@test-pl-gs.R#83)  ──────────────────────
  `acc.off` not equal to 0.8.
  1/1 mismatches
  [1] 0.75 - 0.8 == -0.05
  
  ── 9. Failure: plCV is grossly intact (@test-pl-gs.R#88)  ──────────────────────
  pl@summary$train.plCV not equal to 0.8.
  1/1 mismatches
  [1] 0.75 - 0.8 == -0.05
  
  Now building machine at gridpoint:
    top kernel gamma cost
  1   2 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    7
    Case          0    0
          acc sens spec
  1 0.6666667    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       6    0
    Case          0   13
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    3
    Case          0    0
          acc sens spec
  1 0.8421053    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  2   3 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    7
    Case          0    0
          acc sens spec
  1 0.6666667    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       6    0
    Case          0   13
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    3
    Case          0    0
          acc sens spec
  1 0.8421053    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  3   0 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    7
    Case          0    0
          acc sens spec
  1 0.6666667    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       6    0
    Case          0   13
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    3
    Case          0    0
          acc sens spec
  1 0.8421053    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  4   2 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    4
    Case          0    3
          acc      sens spec
  1 0.8095238 0.4285714    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 1
          3 0 0 6
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.952380952380952, 1, 0.928571428571429 
  Class 3 performance (acc, sens, spec): 0.952380952380952, 0.857142857142857, 1 
  Total accuracy of ExprsModule: 0.952381 
         acc
  1 0.952381
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 1
          3 0 0 6
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.952380952380952, 1, 0.928571428571429 
  Class 3 performance (acc, sens, spec): 0.952380952380952, 0.857142857142857, 1 
  Total accuracy of ExprsModule: 0.952381 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       6    0
    Case          0   13
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    2
    Case          0    1
          acc      sens spec
  1 0.8947368 0.3333333    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  5   3 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    7
    Case          0    0
          acc sens spec
  1 0.6666667    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       6    0
    Case          0   13
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    3
    Case          0    0
          acc sens spec
  1 0.8421053    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  6   0 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    1
    Case          0    6
         acc      sens spec
  1 0.952381 0.8571429    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       6    1
    Case          0   12
          acc      sens spec
  1 0.9473684 0.9230769    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  10   2 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    3
    Case          0    4
          acc      sens spec
  1 0.8571429 0.5714286    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       6    0
    Case          0   13
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      15    2
    Case          1    1
          acc      sens   spec
  1 0.8421053 0.3333333 0.9375
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  1
          2  0 13  0
          3  0  0  2
  Class 1 performance (acc, sens, spec): 0.947368421052632, 1, 0.9375 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.947368421052632, 0.666666666666667, 1 
  Total accuracy of ExprsModule: 0.9473684 
          acc
  1 0.9473684
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  1
          2  0 13  0
          3  0  0  2
  Class 1 performance (acc, sens, spec): 0.947368421052632, 1, 0.9375 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.947368421052632, 0.666666666666667, 1 
  Total accuracy of ExprsModule: 0.9473684 
  Now building machine at gridpoint:
     top kernel gamma cost
  11   3 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    7
    Case          0    0
          acc sens spec
  1 0.6666667    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       6    0
    Case          0   13
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    3
    Case          0    0
          acc sens spec
  1 0.8421053    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  12   0 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       6    0
    Case          0   13
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  ── 10. Failure: each ExprsMachine from plGridMulti has its own fs history (@test
  mean(pl@summary$valid.acc) not equal to 0.9356725.
  1/1 mismatches
  [1] 0.994 - 0.936 == 0.0585
  
  Now building machine at gridpoint:
    top kernel gamma cost
  1   2 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    7
    Case          0    0
          acc sens spec
  1 0.6666667    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       6    0
    Case          0   13
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    3
    Case          0    0
          acc sens spec
  1 0.8421053    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  2   3 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    7
    Case          0    0
          acc sens spec
  1 0.6666667    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       6    0
    Case          0   13
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    3
    Case          0    0
          acc sens spec
  1 0.8421053    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  3   0 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    7
    Case          0    0
          acc sens spec
  1 0.6666667    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       6    0
    Case          0   13
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    3
    Case          0    0
          acc sens spec
  1 0.8421053    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  4   2 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    4
    Case          0    3
          acc      sens spec
  1 0.8095238 0.4285714    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 1
          3 0 0 6
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.952380952380952, 1, 0.928571428571429 
  Class 3 performance (acc, sens, spec): 0.952380952380952, 0.857142857142857, 1 
  Total accuracy of ExprsModule: 0.952381 
         acc
  1 0.952381
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 1
          3 0 0 6
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.952380952380952, 1, 0.928571428571429 
  Class 3 performance (acc, sens, spec): 0.952380952380952, 0.857142857142857, 1 
  Total accuracy of ExprsModule: 0.952381 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       6    0
    Case          0   13
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    2
    Case          0    1
          acc      sens spec
  1 0.8947368 0.3333333    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  5   3 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    7
    Case          0    0
          acc sens spec
  1 0.6666667    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       6    0
    Case          0   13
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    3
    Case          0    0
          acc sens spec
  1 0.8421053    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  6   0 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    1
    Case          0    6
         acc      sens spec
  1 0.952381 0.8571429    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       6    1
    Case          0   12
          acc      sens spec
  1 0.9473684 0.9230769    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  10   2 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    3
    Case          0    4
          acc      sens spec
  1 0.8571429 0.5714286    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       6    0
    Case          0   13
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      15    2
    Case          1    1
          acc      sens   spec
  1 0.8421053 0.3333333 0.9375
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  1
          2  0 13  0
          3  0  0  2
  Class 1 performance (acc, sens, spec): 0.947368421052632, 1, 0.9375 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.947368421052632, 0.666666666666667, 1 
  Total accuracy of ExprsModule: 0.9473684 
          acc
  1 0.9473684
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  1
          2  0 13  0
          3  0  0  2
  Class 1 performance (acc, sens, spec): 0.947368421052632, 1, 0.9375 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.947368421052632, 0.666666666666667, 1 
  Total accuracy of ExprsModule: 0.9473684 
  Now building machine at gridpoint:
     top kernel gamma cost
  11   3 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    7
    Case          0    0
          acc sens spec
  1 0.6666667    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       6    0
    Case          0   13
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    3
    Case          0    0
          acc sens spec
  1 0.8421053    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  12   0 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       6    0
    Case          0   13
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  |------------(25%)----------(50%)----------(75%)----------|
  Now building machine at gridpoint:
    top kernel gamma cost
  1   2 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    7
    Case          0    0
          acc sens spec
  1 0.6666667    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       6    0
    Case          0   13
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    3
    Case          0    0
          acc sens spec
  1 0.8421053    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  2   3 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    7
    Case          0    0
          acc sens spec
  1 0.6666667    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       6    0
    Case          0   13
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    3
    Case          0    0
          acc sens spec
  1 0.8421053    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  3   0 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    7
    Case          0    0
          acc sens spec
  1 0.6666667    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       6    0
    Case          0   13
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    3
    Case          0    0
          acc sens spec
  1 0.8421053    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  4   2 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    4
    Case          0    3
          acc      sens spec
  1 0.8095238 0.4285714    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 1
          3 0 0 6
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.952380952380952, 1, 0.928571428571429 
  Class 3 performance (acc, sens, spec): 0.952380952380952, 0.857142857142857, 1 
  Total accuracy of ExprsModule: 0.952381 
         acc
  1 0.952381
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 1
          3 0 0 6
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.952380952380952, 1, 0.928571428571429 
  Class 3 performance (acc, sens, spec): 0.952380952380952, 0.857142857142857, 1 
  Total accuracy of ExprsModule: 0.952381 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       6    0
    Case          0   13
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    2
    Case          0    1
          acc      sens spec
  1 0.8947368 0.3333333    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  5   3 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    7
    Case          0    0
          acc sens spec
  1 0.6666667    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       6    0
    Case          0   13
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    3
    Case          0    0
          acc sens spec
  1 0.8421053    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  6   0 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    1
    Case          0    6
         acc      sens spec
  1 0.952381 0.8571429    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       6    1
    Case          0   12
          acc      sens spec
  1 0.9473684 0.9230769    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  10   2 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    3
    Case          0    4
          acc      sens spec
  1 0.8571429 0.5714286    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       6    0
    Case          0   13
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      15    2
    Case          1    1
          acc      sens   spec
  1 0.8421053 0.3333333 0.9375
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  1
          2  0 13  0
          3  0  0  2
  Class 1 performance (acc, sens, spec): 0.947368421052632, 1, 0.9375 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.947368421052632, 0.666666666666667, 1 
  Total accuracy of ExprsModule: 0.9473684 
          acc
  1 0.9473684
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  1
          2  0 13  0
          3  0  0  2
  Class 1 performance (acc, sens, spec): 0.947368421052632, 1, 0.9375 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.947368421052632, 0.666666666666667, 1 
  Total accuracy of ExprsModule: 0.9473684 
  Now building machine at gridpoint:
     top kernel gamma cost
  11   3 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    7
    Case          0    0
          acc sens spec
  1 0.6666667    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       6    0
    Case          0   13
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    3
    Case          0    0
          acc sens spec
  1 0.8421053    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  12   0 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      14    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 7 0 0
          2 0 7 0
          3 0 0 7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       6    0
    Case          0   13
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      16    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  3  0  0
          2  0 13  0
          3  0  0  3
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  |-----Now building machine at gridpoint:
    top kernel gamma cost
  1   2 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    8
    Case          0    0
          acc sens spec
  1 0.7777778    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  2
          2  0 18  1
          3  0  0  5
  Class 1 performance (acc, sens, spec): 0.942857142857143, 1, 0.92 
  Class 2 performance (acc, sens, spec): 0.970588235294118, 1, 0.9375 
  Class 3 performance (acc, sens, spec): 0.916666666666667, 0.625, 1 
  Total accuracy of ExprsModule: 0.9166667 
          acc
  1 0.9166667
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  2
          2  0 18  1
          3  0  0  5
  Class 1 performance (acc, sens, spec): 0.942857142857143, 1, 0.92 
  Class 2 performance (acc, sens, spec): 0.970588235294118, 1, 0.9375 
  Class 3 performance (acc, sens, spec): 0.916666666666667, 0.625, 1 
  Total accuracy of ExprsModule: 0.9166667 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    2
    Case          0    0
    acc sens spec
  1 0.5    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 1
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 0.75, NaN, 0.75 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.75, 0.5, 1 
  Total accuracy of ExprsModule: 0.75 
     acc
  1 0.75
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 1
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 0.75, NaN, 0.75 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.75, 0.5, 1 
  Total accuracy of ExprsModule: 0.75 
  Now building machine at gridpoint:
    top kernel gamma cost
  2   3 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    8
    Case          0    0
          acc sens spec
  1 0.7777778    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  1
          3  0  0  7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.972222222222222, 1, 0.944444444444444 
  Class 3 performance (acc, sens, spec): 0.972222222222222, 0.875, 1 
  Total accuracy of ExprsModule: 0.9722222 
          acc
  1 0.9722222
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  1
          3  0  0  7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.972222222222222, 1, 0.944444444444444 
  Class 3 performance (acc, sens, spec): 0.972222222222222, 0.875, 1 
  Total accuracy of ExprsModule: 0.9722222 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    2
    Case          0    0
    acc sens spec
  1 0.5    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 1
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 0.75, NaN, 0.75 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.75, 0.5, 1 
  Total accuracy of ExprsModule: 0.75 
     acc
  1 0.75
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 1
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 0.75, NaN, 0.75 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.75, 0.5, 1 
  Total accuracy of ExprsModule: 0.75 
  Now building machine at gridpoint:
    top kernel gamma cost
  3   0 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    8
    Case          0    0
          acc sens spec
  1 0.7777778    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  1
          3  0  0  7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.972222222222222, 1, 0.944444444444444 
  Class 3 performance (acc, sens, spec): 0.972222222222222, 0.875, 1 
  Total accuracy of ExprsModule: 0.9722222 
          acc
  1 0.9722222
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  1
          3  0  0  7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.972222222222222, 1, 0.944444444444444 
  Class 3 performance (acc, sens, spec): 0.972222222222222, 0.875, 1 
  Total accuracy of ExprsModule: 0.9722222 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    2
    Case          0    0
    acc sens spec
  1 0.5    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 1
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 0.75, NaN, 0.75 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.75, 0.5, 1 
  Total accuracy of ExprsModule: 0.75 
     acc
  1 0.75
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 1
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 0.75, NaN, 0.75 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.75, 0.5, 1 
  Total accuracy of ExprsModule: 0.75 
  Now building machine at gridpoint:
    top kernel gamma cost
  4   2 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    0
    Case          0    8
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  5   3 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    0
    Case          0    8
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  6   0 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    0
    Case          0    8
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  10   2 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    0
    Case          0    8
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  11   3 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    0
    Case          0    8
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  12   0 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    0
    Case          0    8
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  ----Now building machine at gridpoint:
    top kernel gamma cost
  1   2 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      29    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      17    0
    Case          0   19
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26   10
    Case          0    0
          acc sens spec
  1 0.7222222    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  7  0  0
          2  0 19  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  7  0  0
          2  0 19  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       1    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 3 0 0
          2 0 1 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 3 0 0
          2 0 1 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  2   3 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      29    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      17    0
    Case          0   19
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26   10
    Case          0    0
          acc sens spec
  1 0.7222222    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  7  0  0
          2  0 19  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  7  0  0
          2  0 19  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       1    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 3 0 0
          2 0 1 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 3 0 0
          2 0 1 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  3   0 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      29    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      17    0
    Case          0   19
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26   10
    Case          0    0
          acc sens spec
  1 0.7222222    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  7  0  0
          2  0 19  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  7  0  0
          2  0 19  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       1    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 3 0 0
          2 0 1 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 3 0 0
          2 0 1 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  4   2 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      29    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      17    0
    Case          0   19
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  7  0  0
          2  0 19  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  7  0  0
          2  0 19  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       1    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 3 0 0
          2 0 1 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 3 0 0
          2 0 1 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  5   3 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      29    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      17    0
    Case          0   19
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    4
    Case          0    6
          acc sens spec
  1 0.8888889  0.6    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  7  0  0
          2  0 19  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  7  0  0
          2  0 19  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       1    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 3 0 0
          2 0 1 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 3 0 0
          2 0 1 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  6   0 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      29    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      17    0
    Case          0   19
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    6
    Case          0    4
          acc sens spec
  1 0.8333333  0.4    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  7  0  0
          2  0 19  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  7  0  0
          2  0 19  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       1    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 3 0 0
          2 0 1 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 3 0 0
          2 0 1 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  10   2 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      29    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      17    0
    Case          0   19
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  7  0  0
          2  0 19  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  7  0  0
          2  0 19  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       1    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 3 0 0
          2 0 1 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 3 0 0
          2 0 1 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  11   3 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      29    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      17    0
    Case          0   19
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      25    0
    Case          1   10
          acc sens      spec
  1 0.9722222    1 0.9615385
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  7  0  0
          2  0 19  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  7  0  0
          2  0 19  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       1    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 3 0 0
          2 0 1 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 3 0 0
          2 0 1 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  12   0 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      29    0
    Case          0    7
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      17    0
    Case          0   19
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  7  0  0
          2  0 19  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  7  0  0
          2  0 19  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       1    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 3 0 0
          2 0 1 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 3 0 0
          2 0 1 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
  ---(25%)-Now building machine at gridpoint:
    top kernel gamma cost
  1   2 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    9
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  1
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.972222222222222, 1, 0.944444444444444 
  Class 3 performance (acc, sens, spec): 0.972222222222222, 0.888888888888889, 1 
  Total accuracy of ExprsModule: 0.9722222 
          acc
  1 0.9722222
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  1
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.972222222222222, 1, 0.944444444444444 
  Class 3 performance (acc, sens, spec): 0.972222222222222, 0.888888888888889, 1 
  Total accuracy of ExprsModule: 0.9722222 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    1
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  2   3 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    9
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  1
          2  0 18  1
          3  0  0  7
  Class 1 performance (acc, sens, spec): 0.971428571428571, 1, 0.961538461538462 
  Class 2 performance (acc, sens, spec): 0.971428571428571, 1, 0.941176470588235 
  Class 3 performance (acc, sens, spec): 0.944444444444444, 0.777777777777778, 1 
  Total accuracy of ExprsModule: 0.9444444 
          acc
  1 0.9444444
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  1
          2  0 18  1
          3  0  0  7
  Class 1 performance (acc, sens, spec): 0.971428571428571, 1, 0.961538461538462 
  Class 2 performance (acc, sens, spec): 0.971428571428571, 1, 0.941176470588235 
  Class 3 performance (acc, sens, spec): 0.944444444444444, 0.777777777777778, 1 
  Total accuracy of ExprsModule: 0.9444444 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    1
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  3   0 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    9
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  1
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.972222222222222, 1, 0.944444444444444 
  Class 3 performance (acc, sens, spec): 0.972222222222222, 0.888888888888889, 1 
  Total accuracy of ExprsModule: 0.9722222 
          acc
  1 0.9722222
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  1
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.972222222222222, 1, 0.944444444444444 
  Class 3 performance (acc, sens, spec): 0.972222222222222, 0.888888888888889, 1 
  Total accuracy of ExprsModule: 0.9722222 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    1
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  4   2 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          1    9
          acc sens     spec
  1 0.9722222    1 0.962963
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  5   3 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          1    9
          acc sens     spec
  1 0.9722222    1 0.962963
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  6   0 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          1    1
     acc sens      spec
  1 0.75    1 0.6666667
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  10   2 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  11   3 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  12   0 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  ----Now building machine at gridpoint:
    top kernel gamma cost
  1   2 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    9
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    1
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  2   3 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    9
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  1
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.972222222222222, 1, 0.944444444444444 
  Class 3 performance (acc, sens, spec): 0.972222222222222, 0.888888888888889, 1 
  Total accuracy of ExprsModule: 0.9722222 
          acc
  1 0.9722222
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  1
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.972222222222222, 1, 0.944444444444444 
  Class 3 performance (acc, sens, spec): 0.972222222222222, 0.888888888888889, 1 
  Total accuracy of ExprsModule: 0.9722222 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    1
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  3   0 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    9
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  1
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.972222222222222, 1, 0.944444444444444 
  Class 3 performance (acc, sens, spec): 0.972222222222222, 0.888888888888889, 1 
  Total accuracy of ExprsModule: 0.9722222 
          acc
  1 0.9722222
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  1
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.972222222222222, 1, 0.944444444444444 
  Class 3 performance (acc, sens, spec): 0.972222222222222, 0.888888888888889, 1 
  Total accuracy of ExprsModule: 0.9722222 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    1
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 1
          2 0 2 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 0.75, 1, 0.666666666666667 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.75, 0, 1 
  Total accuracy of ExprsModule: 0.75 
     acc
  1 0.75
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 1
          2 0 2 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 0.75, 1, 0.666666666666667 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.75, 0, 1 
  Total accuracy of ExprsModule: 0.75 
  Now building machine at gridpoint:
    top kernel gamma cost
  4   2 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  5   3 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    1
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 1
          2 0 2 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 0.75, 1, 0.666666666666667 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.75, 0, 1 
  Total accuracy of ExprsModule: 0.75 
     acc
  1 0.75
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 1
          2 0 2 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 0.75, 1, 0.666666666666667 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.75, 0, 1 
  Total accuracy of ExprsModule: 0.75 
  Now building machine at gridpoint:
    top kernel gamma cost
  6   0 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    1
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 1
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.75, 1, 0.5 
  Class 3 performance (acc, sens, spec): 0.75, 0, 1 
  Total accuracy of ExprsModule: 0.75 
     acc
  1 0.75
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 1
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.75, 1, 0.5 
  Class 3 performance (acc, sens, spec): 0.75, 0, 1 
  Total accuracy of ExprsModule: 0.75 
  Now building machine at gridpoint:
     top kernel gamma cost
  10   2 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  11   3 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    1
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 1
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.75, 1, 0.5 
  Class 3 performance (acc, sens, spec): 0.75, 0, 1 
  Total accuracy of ExprsModule: 0.75 
     acc
  1 0.75
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 1
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.75, 1, 0.5 
  Class 3 performance (acc, sens, spec): 0.75, 0, 1 
  Total accuracy of ExprsModule: 0.75 
  Now building machine at gridpoint:
     top kernel gamma cost
  12   0 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    1
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 1
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.75, 1, 0.5 
  Class 3 performance (acc, sens, spec): 0.75, 0, 1 
  Total accuracy of ExprsModule: 0.75 
     acc
  1 0.75
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 1
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.75, 1, 0.5 
  Class 3 performance (acc, sens, spec): 0.75, 0, 1 
  Total accuracy of ExprsModule: 0.75 
  ----Now building machine at gridpoint:
    top kernel gamma cost
  1   2 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    0
    Case          0    8
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      17    0
    Case          0   19
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    9
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  8  0  0
          2  0 19  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  8  0  0
          2  0 19  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    1
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 2 0 0
          2 0 1 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 2 0 0
          2 0 1 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  2   3 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    0
    Case          0    8
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      17    0
    Case          0   19
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    9
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  8  0  2
          2  0 19  3
          3  0  0  4
  Class 1 performance (acc, sens, spec): 0.939393939393939, 1, 0.92 
  Class 2 performance (acc, sens, spec): 0.911764705882353, 1, 0.8 
  Class 3 performance (acc, sens, spec): 0.861111111111111, 0.444444444444444, 1 
  Total accuracy of ExprsModule: 0.8611111 
          acc
  1 0.8611111
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  8  0  2
          2  0 19  3
          3  0  0  4
  Class 1 performance (acc, sens, spec): 0.939393939393939, 1, 0.92 
  Class 2 performance (acc, sens, spec): 0.911764705882353, 1, 0.8 
  Class 3 performance (acc, sens, spec): 0.861111111111111, 0.444444444444444, 1 
  Total accuracy of ExprsModule: 0.8611111 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    1
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 2 0 0
          2 0 1 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 2 0 0
          2 0 1 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  3   0 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    0
    Case          0    8
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      17    0
    Case          0   19
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    9
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  8  0  0
          2  0 19  1
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.972222222222222, 1, 0.941176470588235 
  Class 3 performance (acc, sens, spec): 0.972222222222222, 0.888888888888889, 1 
  Total accuracy of ExprsModule: 0.9722222 
          acc
  1 0.9722222
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  8  0  0
          2  0 19  1
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.972222222222222, 1, 0.941176470588235 
  Class 3 performance (acc, sens, spec): 0.972222222222222, 0.888888888888889, 1 
  Total accuracy of ExprsModule: 0.9722222 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    1
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 2 0 0
          2 0 1 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 2 0 0
          2 0 1 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  4   2 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    0
    Case          0    8
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      17    0
    Case          0   19
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          1    9
          acc sens     spec
  1 0.9722222    1 0.962963
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  8  0  0
          2  0 19  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  8  0  0
          2  0 19  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 2 0 0
          2 0 1 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 2 0 0
          2 0 1 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  5   3 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    0
    Case          0    8
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      17    0
    Case          0   19
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          1    9
          acc sens     spec
  1 0.9722222    1 0.962963
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  8  0  0
          2  0 19  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  8  0  0
          2  0 19  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 2 0 0
          2 0 1 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 2 0 0
          2 0 1 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  6   0 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    0
    Case          0    8
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      17    0
    Case          0   19
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    1
    Case          0    8
          acc      sens spec
  1 0.9722222 0.8888889    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  8  0  0
          2  0 19  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  8  0  0
          2  0 19  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 2 0 0
          2 0 1 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 2 0 0
          2 0 1 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  10   2 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    0
    Case          0    8
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      17    0
    Case          0   19
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  8  0  0
          2  0 19  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  8  0  0
          2  0 19  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 2 0 0
          2 0 1 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 2 0 0
          2 0 1 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  11   3 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    0
    Case          0    8
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      17    0
    Case          0   19
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          1    9
          acc sens     spec
  1 0.9722222    1 0.962963
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  8  0  0
          2  0 19  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  8  0  0
          2  0 19  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 2 0 0
          2 0 1 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 2 0 0
          2 0 1 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  12   0 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    0
    Case          0    8
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      17    0
    Case          0   19
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  8  0  0
          2  0 19  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  8  0  0
          2  0 19  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 2 0 0
          2 0 1 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 2 0 0
          2 0 1 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  -(50%)---Now building machine at gridpoint:
    top kernel gamma cost
  1   2 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      19    0
    Case          0   17
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26   10
    Case          0    0
          acc sens spec
  1 0.7222222    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       1    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  2   3 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      19    0
    Case          0   17
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26   10
    Case          0    0
          acc sens spec
  1 0.7222222    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  1
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.972222222222222, 1, 0.947368421052632 
  Class 3 performance (acc, sens, spec): 0.972222222222222, 0.9, 1 
  Total accuracy of ExprsModule: 0.9722222 
          acc
  1 0.9722222
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  1
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.972222222222222, 1, 0.947368421052632 
  Class 3 performance (acc, sens, spec): 0.972222222222222, 0.9, 1 
  Total accuracy of ExprsModule: 0.9722222 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       1    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  3   0 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      19    0
    Case          0   17
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26   10
    Case          0    0
          acc sens spec
  1 0.7222222    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       1    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  4   2 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      19    0
    Case          0   17
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    5
    Case          0    5
          acc sens spec
  1 0.8611111  0.5    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  1
          2  0 17  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 0.972222222222222, 1, 0.962962962962963 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.972222222222222, 0.9, 1 
  Total accuracy of ExprsModule: 0.9722222 
          acc
  1 0.9722222
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  1
          2  0 17  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 0.972222222222222, 1, 0.962962962962963 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.972222222222222, 0.9, 1 
  Total accuracy of ExprsModule: 0.9722222 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       1    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  5   3 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      19    0
    Case          0   17
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      25    0
    Case          1   10
          acc sens      spec
  1 0.9722222    1 0.9615385
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       1    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  6   0 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      19    0
    Case          0   17
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       1    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  10   2 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      19    0
    Case          0   17
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    4
    Case          0    6
          acc sens spec
  1 0.8888889  0.6    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       1    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  11   3 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      19    0
    Case          0   17
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       1    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  12   0 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      19    0
    Case          0   17
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       1    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
  ----Now building machine at gridpoint:
    top kernel gamma cost
  1   2 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      19    0
    Case          0   17
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26   10
    Case          0    0
          acc sens spec
  1 0.7222222    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       1    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  2   3 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      19    0
    Case          0   17
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26   10
    Case          0    0
          acc sens spec
  1 0.7222222    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       1    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  3   0 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      19    0
    Case          0   17
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26   10
    Case          0    0
          acc sens spec
  1 0.7222222    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       1    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  4   2 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      19    0
    Case          0   17
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      25    0
    Case          1   10
          acc sens      spec
  1 0.9722222    1 0.9615385
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       1    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          1    0
     acc sens spec
  1 0.75    0 0.75
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 3 0
          3 1 0 0
  Class 1 performance (acc, sens, spec): 0.75, 0, 1 
  Class 2 performance (acc, sens, spec): 1, 1, NaN 
  Class 3 performance (acc, sens, spec): 0.75, NaN, 0.75 
  Total accuracy of ExprsModule: 0.75 
     acc
  1 0.75
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 3 0
          3 1 0 0
  Class 1 performance (acc, sens, spec): 0.75, 0, 1 
  Class 2 performance (acc, sens, spec): 1, 1, NaN 
  Class 3 performance (acc, sens, spec): 0.75, NaN, 0.75 
  Total accuracy of ExprsModule: 0.75 
  Now building machine at gridpoint:
    top kernel gamma cost
  5   3 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      19    0
    Case          0   17
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    1
    Case          0    9
          acc sens spec
  1 0.9722222  0.9    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       1    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  6   0 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      19    0
    Case          0   17
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       1    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  10   2 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      19    0
    Case          0   17
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       1    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  11   3 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      19    0
    Case          0   17
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       1    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  12   0 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      19    0
    Case          0   17
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 17  0
          3  0  0 10
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       1    0
    Case          0    3
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 3 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, NaN, 1 
  Total accuracy of ExprsModule: 1 
  ---(75%)-Now building machine at gridpoint:
    top kernel gamma cost
  1   2 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    8
    Case          0    0
          acc sens spec
  1 0.7777778    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  2
          2  0 18  2
          3  0  0  4
  Class 1 performance (acc, sens, spec): 0.941176470588235, 1, 0.916666666666667 
  Class 2 performance (acc, sens, spec): 0.941176470588235, 1, 0.875 
  Class 3 performance (acc, sens, spec): 0.888888888888889, 0.5, 1 
  Total accuracy of ExprsModule: 0.8888889 
          acc
  1 0.8888889
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  2
          2  0 18  2
          3  0  0  4
  Class 1 performance (acc, sens, spec): 0.941176470588235, 1, 0.916666666666667 
  Class 2 performance (acc, sens, spec): 0.941176470588235, 1, 0.875 
  Class 3 performance (acc, sens, spec): 0.888888888888889, 0.5, 1 
  Total accuracy of ExprsModule: 0.8888889 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    2
    Case          0    0
    acc sens spec
  1 0.5    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 2
          2 0 2 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 0.5, NaN, 0.5 
  Class 2 performance (acc, sens, spec): 1, 1, NaN 
  Class 3 performance (acc, sens, spec): 0.5, 0, 1 
  Total accuracy of ExprsModule: 0.5 
    acc
  1 0.5
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 2
          2 0 2 0
          3 0 0 0
  Class 1 performance (acc, sens, spec): 0.5, NaN, 0.5 
  Class 2 performance (acc, sens, spec): 1, 1, NaN 
  Class 3 performance (acc, sens, spec): 0.5, 0, 1 
  Total accuracy of ExprsModule: 0.5 
  Now building machine at gridpoint:
    top kernel gamma cost
  2   3 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    8
    Case          0    0
          acc sens spec
  1 0.7777778    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  1
          2  0 18  1
          3  0  0  6
  Class 1 performance (acc, sens, spec): 0.971428571428571, 1, 0.96 
  Class 2 performance (acc, sens, spec): 0.971428571428571, 1, 0.941176470588235 
  Class 3 performance (acc, sens, spec): 0.944444444444444, 0.75, 1 
  Total accuracy of ExprsModule: 0.9444444 
          acc
  1 0.9444444
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  1
          2  0 18  1
          3  0  0  6
  Class 1 performance (acc, sens, spec): 0.971428571428571, 1, 0.96 
  Class 2 performance (acc, sens, spec): 0.971428571428571, 1, 0.941176470588235 
  Class 3 performance (acc, sens, spec): 0.944444444444444, 0.75, 1 
  Total accuracy of ExprsModule: 0.9444444 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    2
    Case          0    0
    acc sens spec
  1 0.5    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 1
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 0.75, NaN, 0.75 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.75, 0.5, 1 
  Total accuracy of ExprsModule: 0.75 
     acc
  1 0.75
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 1
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 0.75, NaN, 0.75 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.75, 0.5, 1 
  Total accuracy of ExprsModule: 0.75 
  Now building machine at gridpoint:
    top kernel gamma cost
  3   0 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    8
    Case          0    0
          acc sens spec
  1 0.7777778    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  1
          2  0 18  3
          3  0  0  4
  Class 1 performance (acc, sens, spec): 0.96969696969697, 1, 0.956521739130435 
  Class 2 performance (acc, sens, spec): 0.914285714285714, 1, 0.823529411764706 
  Class 3 performance (acc, sens, spec): 0.888888888888889, 0.5, 1 
  Total accuracy of ExprsModule: 0.8888889 
          acc
  1 0.8888889
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  1
          2  0 18  3
          3  0  0  4
  Class 1 performance (acc, sens, spec): 0.96969696969697, 1, 0.956521739130435 
  Class 2 performance (acc, sens, spec): 0.914285714285714, 1, 0.823529411764706 
  Class 3 performance (acc, sens, spec): 0.888888888888889, 0.5, 1 
  Total accuracy of ExprsModule: 0.8888889 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    2
    Case          0    0
    acc sens spec
  1 0.5    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 1
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 0.75, NaN, 0.75 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.75, 0.5, 1 
  Total accuracy of ExprsModule: 0.75 
     acc
  1 0.75
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 1
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 0.75, NaN, 0.75 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.75, 0.5, 1 
  Total accuracy of ExprsModule: 0.75 
  Now building machine at gridpoint:
    top kernel gamma cost
  4   2 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    7
    Case          0    1
          acc  sens spec
  1 0.8055556 0.125    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  1
          3  0  0  7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.972222222222222, 1, 0.944444444444444 
  Class 3 performance (acc, sens, spec): 0.972222222222222, 0.875, 1 
  Total accuracy of ExprsModule: 0.9722222 
          acc
  1 0.9722222
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  1
          3  0  0  7
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.972222222222222, 1, 0.944444444444444 
  Class 3 performance (acc, sens, spec): 0.972222222222222, 0.875, 1 
  Total accuracy of ExprsModule: 0.9722222 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    2
    Case          0    0
    acc sens spec
  1 0.5    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  5   3 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    2
    Case          0    6
          acc sens spec
  1 0.9444444 0.75    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  6   0 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    0
    Case          0    8
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  10   2 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    3
    Case          0    5
          acc  sens spec
  1 0.9166667 0.625    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    1
    Case          0    1
     acc sens spec
  1 0.75  0.5    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  11   3 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    1
    Case          0    7
          acc  sens spec
  1 0.9722222 0.875    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  12   0 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    0
    Case          0    8
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  ----Now building machine at gridpoint:
    top kernel gamma cost
  1   2 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    8
    Case          0    0
          acc sens spec
  1 0.7777778    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  2
          2  0 18  1
          3  0  0  5
  Class 1 performance (acc, sens, spec): 0.942857142857143, 1, 0.92 
  Class 2 performance (acc, sens, spec): 0.970588235294118, 1, 0.9375 
  Class 3 performance (acc, sens, spec): 0.916666666666667, 0.625, 1 
  Total accuracy of ExprsModule: 0.9166667 
          acc
  1 0.9166667
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  2
          2  0 18  1
          3  0  0  5
  Class 1 performance (acc, sens, spec): 0.942857142857143, 1, 0.92 
  Class 2 performance (acc, sens, spec): 0.970588235294118, 1, 0.9375 
  Class 3 performance (acc, sens, spec): 0.916666666666667, 0.625, 1 
  Total accuracy of ExprsModule: 0.9166667 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    2
    Case          0    0
    acc sens spec
  1 0.5    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 1
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 0.75, NaN, 0.75 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.75, 0.5, 1 
  Total accuracy of ExprsModule: 0.75 
     acc
  1 0.75
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 1
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 0.75, NaN, 0.75 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.75, 0.5, 1 
  Total accuracy of ExprsModule: 0.75 
  Now building machine at gridpoint:
    top kernel gamma cost
  2   3 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    8
    Case          0    0
          acc sens spec
  1 0.7777778    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  2
          2  0 18  3
          3  0  0  3
  Class 1 performance (acc, sens, spec): 0.939393939393939, 1, 0.91304347826087 
  Class 2 performance (acc, sens, spec): 0.911764705882353, 1, 0.8125 
  Class 3 performance (acc, sens, spec): 0.861111111111111, 0.375, 1 
  Total accuracy of ExprsModule: 0.8611111 
          acc
  1 0.8611111
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  2
          2  0 18  3
          3  0  0  3
  Class 1 performance (acc, sens, spec): 0.939393939393939, 1, 0.91304347826087 
  Class 2 performance (acc, sens, spec): 0.911764705882353, 1, 0.8125 
  Class 3 performance (acc, sens, spec): 0.861111111111111, 0.375, 1 
  Total accuracy of ExprsModule: 0.8611111 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    2
    Case          0    0
    acc sens spec
  1 0.5    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 1
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 0.75, NaN, 0.75 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.75, 0.5, 1 
  Total accuracy of ExprsModule: 0.75 
     acc
  1 0.75
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 1
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 0.75, NaN, 0.75 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.75, 0.5, 1 
  Total accuracy of ExprsModule: 0.75 
  Now building machine at gridpoint:
    top kernel gamma cost
  3   0 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    8
    Case          0    0
          acc sens spec
  1 0.7777778    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  2
          2  0 18  1
          3  0  0  5
  Class 1 performance (acc, sens, spec): 0.942857142857143, 1, 0.92 
  Class 2 performance (acc, sens, spec): 0.970588235294118, 1, 0.9375 
  Class 3 performance (acc, sens, spec): 0.916666666666667, 0.625, 1 
  Total accuracy of ExprsModule: 0.9166667 
          acc
  1 0.9166667
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  2
          2  0 18  1
          3  0  0  5
  Class 1 performance (acc, sens, spec): 0.942857142857143, 1, 0.92 
  Class 2 performance (acc, sens, spec): 0.970588235294118, 1, 0.9375 
  Class 3 performance (acc, sens, spec): 0.916666666666667, 0.625, 1 
  Total accuracy of ExprsModule: 0.9166667 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    2
    Case          0    0
    acc sens spec
  1 0.5    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 1
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 0.75, NaN, 0.75 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.75, 0.5, 1 
  Total accuracy of ExprsModule: 0.75 
     acc
  1 0.75
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 1
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 0.75, NaN, 0.75 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 0.75, 0.5, 1 
  Total accuracy of ExprsModule: 0.75 
  Now building machine at gridpoint:
    top kernel gamma cost
  4   2 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    1
    Case          1    7
          acc  sens      spec
  1 0.9444444 0.875 0.9642857
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  5   3 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    0
    Case          0    8
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    1
    Case          0    1
     acc sens spec
  1 0.75  0.5    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  6   0 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    0
    Case          0    8
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  10   2 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          1    8
          acc sens      spec
  1 0.9722222    1 0.9642857
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  11   3 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    0
    Case          0    8
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  12   0 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          0   10
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      28    0
    Case          0    8
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1 10  0  0
          2  0 18  0
          3  0  0  8
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       4    0
    Case          0    0
    acc sens spec
  1   1    0    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 0 0 0
          2 0 2 0
          3 0 0 2
  Class 1 performance (acc, sens, spec): 1, NaN, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  -----|
  Now building machine at gridpoint:
    top kernel gamma cost
  1   2 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    9
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    1
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 1
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.75, 1, 0.5 
  Class 3 performance (acc, sens, spec): 0.75, 0, 1 
  Total accuracy of ExprsModule: 0.75 
     acc
  1 0.75
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 1
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.75, 1, 0.5 
  Class 3 performance (acc, sens, spec): 0.75, 0, 1 
  Total accuracy of ExprsModule: 0.75 
  Now building machine at gridpoint:
    top kernel gamma cost
  2   3 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    9
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    1
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 1
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.75, 1, 0.5 
  Class 3 performance (acc, sens, spec): 0.75, 0, 1 
  Total accuracy of ExprsModule: 0.75 
     acc
  1 0.75
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 1
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.75, 1, 0.5 
  Class 3 performance (acc, sens, spec): 0.75, 0, 1 
  Total accuracy of ExprsModule: 0.75 
  Now building machine at gridpoint:
    top kernel gamma cost
  3   0 linear    NA    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    9
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    1
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 1
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.75, 1, 0.5 
  Class 3 performance (acc, sens, spec): 0.75, 0, 1 
  Total accuracy of ExprsModule: 0.75 
     acc
  1 0.75
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 1
          3 0 0 0
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 0.75, 1, 0.5 
  Class 3 performance (acc, sens, spec): 0.75, 0, 1 
  Total accuracy of ExprsModule: 0.75 
  Now building machine at gridpoint:
    top kernel gamma cost
  4   2 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          1    9
          acc sens     spec
  1 0.9722222    1 0.962963
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    1
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  5   3 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    1
    Case          0    8
          acc      sens spec
  1 0.9722222 0.8888889    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    1
    Case          0    0
     acc sens spec
  1 0.75    0    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
    top kernel gamma cost
  6   0 radial   0.1    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  10   2 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      26    0
    Case          1    9
          acc sens     spec
  1 0.9722222    1 0.962963
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  11   3 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Now building machine at gridpoint:
     top kernel gamma cost
  12   0 radial   0.2    1
  Performing one-vs-all feature selection with class 1 set as "Case".
  Performing one-vs-all classification with class 1 set as "Case".
  Performing one-vs-all feature selection with class 2 set as "Case".
  Performing one-vs-all classification with class 2 set as "Case".
  Performing one-vs-all feature selection with class 3 set as "Case".
  Performing one-vs-all classification with class 3 set as "Case".
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      18    0
    Case          0   18
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control      27    0
    Case          0    9
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted  1  2  3
          1  9  0  0
          2  0 18  0
          3  0  0  9
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  Performing a one-vs-all ExprsMachine prediction with class 1 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 2 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       2    0
    Case          0    2
    acc sens spec
  1   1    1    1
  Performing a one-vs-all ExprsMachine prediction with class 3 set as "Case".
  Individual classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted Control Case
    Control       3    0
    Case          0    1
    acc sens spec
  1   1    1    1
  Multi-class classifier performance:
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
    acc
  1   1
  Arguments not provided in an ROCR AUC format. Calculating accuracy outside of ROCR...
  Classification confusion table:
           actual
  predicted 1 2 3
          1 1 0 0
          2 0 2 0
          3 0 0 1
  Class 1 performance (acc, sens, spec): 1, 1, 1 
  Class 2 performance (acc, sens, spec): 1, 1, 1 
  Class 3 performance (acc, sens, spec): 1, 1, 1 
  Total accuracy of ExprsModule: 1 
  ── 11. Failure: plGridMulti works within plNested (@test-pl-multi.R#75)  ───────
  round(mean(nest@summary$valid.acc), 4) not equal to round(0.9194444, 4).
  1/1 mismatches
  [1] 0.947 - 0.919 == 0.0278
  
  [1] "Preparing data for regression."
  Continuous outcome performance:
  Total accuracy of RegrsModel: 0.6294851 
          acc    mse      rmse   mae cor R2
  1 0.6294851 0.5886 0.7672027 0.682  NA NA
  Continuous outcome performance:
  Total accuracy of RegrsModel: 0.9636564 
          acc        mse      rmse       mae       cor        R2
  1 0.9636564 0.03771423 0.1942015 0.1537485 0.9679095 0.9368488
  Continuous outcome performance:
  Total accuracy of RegrsModel: 0.9636564 
          acc        mse      rmse       mae       cor        R2
  1 0.9636564 0.03771423 0.1942015 0.1537485 0.9679095 0.9368488
  Continuous outcome performance:
  Total accuracy of RegrsModel: 0.978583 
         acc        mse      rmse       mae       cor        R2
  1 0.978583 0.02188576 0.1479384 0.1147537 0.9801022 0.9606002
  ══ testthat results  ═══════════════════════════════════════════════════════════
  OK: 160 SKIPPED: 0 FAILED: 11
  1. Failure: ExprsMulti build and predict is grossly intact (@test-build.R#252) 
  2. Failure: buildEnsemble calls pipeFilter correctly (@test-ens.R#49) 
  3. Failure: modSwap and subset work without any error (@test-mod.R#19) 
  4. Failure: modSwap and subset work without any error (@test-mod.R#25) 
  5. Failure: modCluster and modSubset work without any error (@test-mod.R#34) 
  6. Failure: calcMonteCarlo picks best CV (@test-pl-cv.R#67) 
  7. Failure: calcMonteCarlo picks best CV (@test-pl-cv.R#106) 
  8. Failure: plCV is grossly intact (@test-pl-gs.R#83) 
  9. Failure: plCV is grossly intact (@test-pl-gs.R#88) 
  1. ...
  
  Error: testthat unit tests failed
  Execution halted