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Modèle bayésien à retards spatiaux×Régression Pondérée Géographiquement (GWR)×
DomaineAnalyse spatialeAnalyse spatiale
FamilleRegression modelRegression model
Année d'origine19972002
Auteur d'origineLeSage (1997); fully elaborated in LeSage & Pace (2009)Fotheringham, Brunsdon & Charlton
TypeBayesian spatial regressionLocal spatial regression
Source fondatriceLeSage, J. P., & Pace, R. K. (2009). Introduction to Spatial Econometrics. CRC Press / Taylor & Francis. ISBN: 978-1420064247Fotheringham, A. S., Brunsdon, C., & Charlton, M. (2002). Geographically Weighted Regression: The Analysis of Spatially Varying Relationships. Wiley. ISBN: 978-0471496168
AliasBayesian SAR model, Bayesian spatial autoregressive model, BSLM, Bayesian SLMGWR, local regression, spatially varying coefficient regression, Coğrafi Ağırlıklı Regresyon (GWR)
Apparentées55
RésuméThe Bayesian Spatial Lag Model (BSLM) extends the classical spatial autoregressive (SAR) regression by placing prior distributions over all parameters and recovering full posterior distributions via MCMC sampling. It explicitly accounts for spatial dependence — the outcome in one location is partly driven by outcomes in neighboring locations — and yields uncertainty-quantified estimates of both regression coefficients and the spatial autocorrelation parameter rho.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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  1. v1
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ScholarGateComparer des méthodes: Bayesian Spatial Lag Model · Geographically Weighted Regression. Consulté le 2026-06-17 sur https://scholargate.app/fr/compare