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Bayesian Geographically Weighted Regression (BGWR)×Spatiaal Lag Model (SAR / Spatiale Autoregressie)×
VakgebiedRuimtelijke analyseRuimtelijke analyse
FamilieRegression modelRegression model
Jaar van ontstaan20071988
GrondleggerWheeler & Calder (2007); Finley (2011)Anselin (textbook formalisation); LeSage & Pace
TypeBayesian spatially varying coefficient regressionSpatial autoregressive regression
Oorspronkelijke bronFinley, A. O. (2011). Comparing spatially-varying coefficients models for analysis of ecological data with non-stationary and anisotropic residual dependence. Methods in Ecology and Evolution, 2(2), 143-154. DOI ↗Anselin, L. (1988). Spatial Econometrics: Methods and Models. Kluwer Academic. DOI ↗
AliassenBGWR, Bayesian GWR, Bayesian spatially varying coefficient model, Bayesian local regressionSAR model, spatial autoregressive model, spatial lag, Uzamsal Gecikme Modeli (SAR / Spatial Lag)
Verwant55
SamenvattingBayesian Geographically Weighted Regression combines the spatially varying coefficient framework of GWR with Bayesian inference, placing Gaussian process priors on the locally varying regression coefficients. This yields full posterior distributions over each coefficient at every location, providing principled uncertainty quantification rather than only point estimates.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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  1. v1
  2. 2 Bronnen
  3. PUBLISHED

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ScholarGateMethoden vergelijken: Bayesian Geographically Weighted Regression · Spatial Lag Model. Geraadpleegd op 2026-06-17 via https://scholargate.app/nl/compare