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Bayesian Spatial Lag Model×Bayesiešu telpiskais Durbina modelis×
NozareTelpiskā analīzeTelpiskā analīze
SaimeRegression modelRegression model
Izcelsmes gads19972009
AutorsLeSage (1997); fully elaborated in LeSage & Pace (2009)LeSage & Pace
TipsBayesian spatial regressionBayesian spatial regression
PirmavotsLeSage, 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
Citi nosaukumiBayesian SAR model, Bayesian spatial autoregressive model, BSLM, Bayesian SLMBayesian SDM, Bayesian spatial lag-X model, Bayesian SDM with spatially lagged covariates, BSDM
Saistītās56
KopsavilkumsThe 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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ScholarGateSalīdzināt metodes: Bayesian Spatial Lag Model · Bayesian Spatial Durbin Model. Izgūts 2026-06-15 no https://scholargate.app/lv/compare