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CAST                   package:CAST                    R Documentation

'_c_a_r_e_t' _A_p_p_l_i_c_a_t_i_o_n_s _f_o_r _S_p_a_t_i_a_l-_T_e_m_p_o_r_a_l _M_o_d_e_l_s

_D_e_s_c_r_i_p_t_i_o_n:

     Supporting functionality to run 'caret' with spatial or
     spatial-temporal data. 'caret' is a frequently used package for
     model training and prediction using machine learning. CAST
     includes functions to improve spatial-temporal modelling tasks
     using 'caret'. It supports Leave-Location-Out and Leave-Time-Out
     cross-validation of spatial and spatial-temporal models and allows
     for spatial variable selection to selects suitable predictor
     variables in view to their contribution to the spatial model
     performance. CAST further includes functionality to estimate the
     (spatial) area of applicability of prediction models by analysing
     the similarity between new data and training data.

_D_e_t_a_i_l_s:

     'caret' Applications for Spatio-Temporal models

_A_u_t_h_o_r(_s):

     Hanna Meyer

_R_e_f_e_r_e_n_c_e_s:

        • Meyer, H., Pebesma, E. (2020): Predicting into unknown space?
          Estimating the area of applicability of spatial prediction
          models. <URL: https://arxiv.org/abs/2005.07939>.

        • Meyer, H., Reudenbach, C., Wöllauer, S., Nauss, T. (2019):
          Importance of spatial predictor variable selection in machine
          learning applications - Moving from data reproduction to
          spatial prediction. Ecological Modelling. 411, 108815.

        • Meyer, H., Reudenbach, C., Hengl, T., Katurji, M., Nauß, T.
          (2018): Improving performance of spatio-temporal machine
          learning models using forward feature selection and
          target-oriented validation. Environmental Modelling &
          Software 101: 1-9.


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