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