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Model Lag Spasial Bayesian×Model Durbin Spasial Bayesian×
BidangAnalisis SpasialAnalisis Spasial
KeluargaRegression modelRegression model
Tahun asal19972009
PencetusLeSage (1997); fully elaborated in LeSage & Pace (2009)LeSage & Pace
TipeBayesian spatial regressionBayesian spatial regression
Sumber perintisLeSage, J. P., & Pace, R. K. (2009). Introduction to Spatial Econometrics. CRC Press / Taylor & Francis. ISBN: 978-1420064247LeSage, J. P., & Pace, R. K. (2009). Introduction to Spatial Econometrics. CRC Press / Taylor & Francis. ISBN: 978-1420064247
AliasBayesian SAR model, Bayesian spatial autoregressive model, BSLM, Bayesian SLMBayesian SDM, Bayesian spatial lag-X model, Bayesian SDM with spatially lagged covariates, BSDM
Terkait56
RingkasanThe 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.The Bayesian Spatial Durbin Model (BSDM) estimates a spatial regression that simultaneously includes a spatially lagged outcome variable and spatially lagged covariates, using Bayesian inference with Markov Chain Monte Carlo sampling. It captures both endogenous and exogenous spatial spillovers while providing full posterior distributions for all parameters, quantifying uncertainty beyond what classical maximum-likelihood estimation offers.
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  1. v1
  2. 2 Sumber
  3. PUBLISHED

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ScholarGateBandingkan metode: Bayesian Spatial Lag Model · Bayesian Spatial Durbin Model. Diakses 2026-06-15 dari https://scholargate.app/id/compare