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Multiscale Geographically Weighted Regression (MGWR)×Lokale Ruimtelijke Regressie×
VakgebiedRuimtelijke analyseRuimtelijke analyse
FamilieRegression modelRegression model
Jaar van ontstaan20171996
GrondleggerA. Stewart Fotheringham, Wei Yang, and Wei KangBrunsdon, Fotheringham & Charlton
TypeLocal spatial regressionSpatially varying coefficient regression
Oorspronkelijke bronFotheringham, A. S., Yang, W., & Kang, W. (2017). Multiscale geographically weighted regression (MGWR). Annals of the American Association of Geographers, 107(6), 1247-1265. DOI ↗Fotheringham, A. S., Brunsdon, C., & Charlton, M. (2002). Geographically Weighted Regression: The Analysis of Spatially Varying Relationships. Wiley. ISBN: 978-0471496168
AliassenMGWR, multiscale GWR, multi-scale geographically weighted regression, variable-bandwidth GWRlocally weighted spatial regression, spatially varying coefficient model, local spatial model, place-based regression
Verwant56
SamenvattingMultiscale Geographically Weighted Regression (MGWR) is a local spatial regression framework that relaxes the single-bandwidth constraint of standard GWR by allowing each predictor to operate at its own spatial scale. Each coefficient surface is calibrated with its own bandwidth, enabling the model to distinguish drivers that vary slowly across space from those that vary sharply.Local Spatial Regression fits a separate regression model at each location in a study area, allowing regression coefficients to vary continuously across space. Rather than forcing one global slope on all observations, it reveals where and how the relationship between predictors and an outcome changes geographically — producing a map of coefficients rather than a single number.
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  2. 2 Bronnen
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  1. v1
  2. 2 Bronnen
  3. PUBLISHED

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ScholarGateMethoden vergelijken: Multiscale Geographically Weighted Regression · Local Spatial Regression. Geraadpleegd op 2026-06-18 via https://scholargate.app/nl/compare