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Bayesovská geograficky vážená regrese s více měřítky×Model prostorového zpoždění (SAR / Autoregresivní prostorový model)×
OborProstorová analýzaProstorová analýza
RodinaRegression modelRegression model
Rok vzniku2017-20201988
TvůrceFotheringham, Yang & Kang (MGWR); Bayesian extension by Li and co-authorsAnselin (textbook formalisation); LeSage & Pace
TypSpatially varying coefficient regressionSpatial autoregressive regression
Původní 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 ↗Anselin, L. (1988). Spatial Econometrics: Methods and Models. Kluwer Academic. DOI ↗
Další názvyBayesian MGWR, B-MGWR, Bayesian multiscale GWR, Bayesian spatially varying coefficient modelSAR model, spatial autoregressive model, spatial lag, Uzamsal Gecikme Modeli (SAR / Spatial Lag)
Příbuzné65
ShrnutíBayesian 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.The Spatial Lag Model is an autoregressive regression that assumes spatial dependence in the dependent variable itself: the outcome values of neighbouring units enter the model as an explanatory term (ρWy). It was formalised in Anselin's Spatial Econometrics (1988) and developed further by LeSage and Pace (2009), and it decomposes spillover effects into direct, indirect, and total impacts.
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ScholarGatePorovnat metody: Bayesian Multiscale Geographically Weighted Regression · Spatial Lag Model. Získáno 2026-06-17 z https://scholargate.app/cs/compare