On the spatial distance between training and validation data in model evaluation

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Authors: Weitao Hou, Yongze Song
Cited by: 0

Abstract

The code for reproducing the experiment and result is stored in "Origin_code.rar", with the required data stored in "Data_files.rar". Specifically: 'simulation_experiment.R' is for reproducing the simulation experiment. 'Modelling.R' is for reproducing the case study. "Casestudy_Rmarkdown.pdf" is the R markdown for showing the outputs for the case study step by step. 'compute_sliding_window_metrics.R' is the function for the moving distance validation (MDV) model 'fun_spatially_weighted_validation.R' is the function for spatial validation.

Fields of Study & Subjects

Spatial and Panel Data Analysis Soil Geostatistics and Mapping Machine Learning and Data Classification

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
28 January 2026