Concepedia

Spatial Cross-validation

Spatial Cross-Validation is a model evaluation procedure belonging to the class of cross-validation techniques, distinguished by its explicit accommodation of spatial autocorrelation through spatially structured data partitioning to provide unbiased assessment of spatial prediction models.

87

Publications

6.3K

Citations

307

Authors

189

Institutions

Publications per year

2017–2026

69

Parents

Publications

87

Random forest as a generic framework for predictive modeling of spatial and spatio-temporal variables

Tomislav Hengl, Madlene Nussbaum, Marvin N. Wright et al. · PeerJ · 2018 · 1.1K citations · Full text

, , +17

Cross‐validation of species distribution models: removing spatial sorting bias and calibration with a null model

Robert J. Hijmans · Ecology · 2012 · 624 citations

, , +15

Spatial cross-validation and bootstrap for the assessment of prediction rules in remote sensing: The R package sperrorest

Alexander Brenning · 2012 · 261 citations

, , +17

Spatial cross-validation is not the right way to evaluate map accuracy

Alexandre M.J.‐C. Wadoux, G.B.M. Heuvelink, Sytze de Bruin et al. · Ecological Modelling · 2021 · 261 citations

, , +12

Estimating the prediction performance of spatial models via spatial k-fold cross validation

Jonne Pohjankukka, Tapio Pahikkala, Paavo Nevalainen et al. · International Journal of Geographical Information Systems · 2017 · 188 citations · Full text

, , +15

1–5 of 87

Authors

307

  1. TH
    Tomislav Hengl

    ISRIC - World Soil Information, Netherlands

    7 publications · 1.3K citations

    7

    h-index

  2. GH
    G.B.M. Heuvelink

    Wageningen University & Research, Netherlands

    6 publications · 1.5K citations

    6

    h-index

  3. MN
    Madlene Nussbaum

    Bern University of Applied Sciences, Switzerland

    5 publications · 1.2K citations

    5

    h-index

  4. MN
    Marvin N. Wright

    Leibniz Institute for Prevention Research and Epidemiology - BIPS, Germany

    4 publications · 1.2K citations

    4

    h-index

  5. HM
    Hanna Meyer

    Philipps University of Marburg, Germany

    4 publications · 218 citations

    4

    h-index

1–5 of 307

Institutions

189

  1. Wageningen University & Research

    Wageningen, The Netherlands

    8 h-index

    19 publications

    2.5K citations

  2. Bern University of Applied Sciences

    Bern, Switzerland

    5 h-index

    5 publications

    1.2K citations

  3. Centre National de la Recherche Scientifique

    Paris, France

    4 h-index

    12 publications

    1K citations

  4. Leibniz Institute for Prevention Research and Epidemiology - BIPS

    Bremen, Germany

    4 h-index

    4 publications

    1.2K citations

  5. University of Münster

    Münster, Germany

    4 h-index

    9 publications

    389 citations

  6. 52°North Spatial Information Research

    Münster, Germany

    3 h-index

    3 publications

    1.2K citations

  7. University of British Columbia

    Vancouver, Canada

    3 h-index

    5 publications

    184 citations

  8. Humboldt-Universität zu Berlin

    Berlin, Germany

    3 h-index

    4 publications

    273 citations

1–8 of 189

Venues

  1. Remote Sensing

    9 publications · 369 citations

    8

    h-index

  2. PeerJ

    3 publications · 1.2K citations

    3

    h-index

  3. Environmental Science & Technology

    3 publications · 255 citations

    3

    h-index

  4. 2

    h-index

  5. 2

    h-index

1–5