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Bayesovská multiscale geograficky vážená regresia×Geograficky vážená regresia (GWR)×
OdborPriestorová analýzaPriestorová analýza
RodinaRegression modelRegression model
Rok vzniku2017-20202002
TvorcaFotheringham, Yang & Kang (MGWR); Bayesian extension by Li and co-authorsFotheringham, Brunsdon & Charlton
TypSpatially varying coefficient regressionLocal spatial regression
Pôvodný zdrojFotheringham, 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
Ďalšie názvyBayesian MGWR, B-MGWR, Bayesian multiscale GWR, Bayesian spatially varying coefficient modelGWR, local regression, spatially varying coefficient regression, Coğrafi Ağırlıklı Regresyon (GWR)
Príbuzné65
ZhrnutieBayesian Multiscale Geographically Weighted Regression (Bayesian MGWR) extends the MGWR framework by placing Bayesian priors on each spatially varying coefficient. Each predictor is allowed its own bandwidth — its own geographic scale of influence — while Bayesian inference replaces classical back-fitting with posterior sampling, yielding full uncertainty quantification for every local coefficient surface.Geographically Weighted Regression is a local regression method, introduced by Fotheringham, Brunsdon and Charlton (2002), that allows the regression coefficients to vary across space. Instead of one global equation, it fits a separate set of coefficients at every location, capturing spatial heterogeneity in the relationships.
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ScholarGatePorovnať metódy: Bayesian Multiscale Geographically Weighted Regression · Geographically Weighted Regression. Získané 2026-06-18 z https://scholargate.app/sk/compare