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Review . 2026
License: CC BY
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image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Review . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Review . 2026
License: CC BY
Data sources: Datacite
ZENODO
Review . 2026
License: CC BY
Data sources: Datacite
ZENODO
Review . 2026
License: CC BY
Data sources: Datacite
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On the spatial distance between training and validation data in model evaluation

Authors: Hou, Weitao; Song, Yongze;

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.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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