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Model Durbin Ruang Bayesian×Model Lag Ruang Bayesian×
BidangAnalisis ReruangAnalisis Reruang
KeluargaRegression modelRegression model
Tahun asal20091997
PengasasLeSage & PaceLeSage (1997); fully elaborated in LeSage & Pace (2009)
JenisBayesian 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 SDM, Bayesian spatial lag-X model, Bayesian SDM with spatially lagged covariates, BSDMBayesian SAR model, Bayesian spatial autoregressive model, BSLM, Bayesian SLM
Berkaitan65
RingkasanThe 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.The 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.
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ScholarGateBandingkan kaedah: Bayesian Spatial Durbin Model · Bayesian Spatial Lag Model. Dicapai 2026-06-15 daripada https://scholargate.app/ms/compare