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베이즈 공간 지연 모형×베이지안 공간 오차 모형×
분야공간분석공간분석
계열Regression modelRegression model
기원 연도19971988 (classical SEM); 2009 (Bayesian formulation)
창시자LeSage (1997); fully elaborated in LeSage & Pace (2009)LeSage & Pace (Bayesian treatment); Anselin (classical SEM)
유형Bayesian spatial regressionBayesian spatial regression
원전LeSage, 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
별칭Bayesian SAR model, Bayesian spatial autoregressive model, BSLM, Bayesian SLMBayesian SEM, Bayesian spatial-error regression, BSEM spatial econometrics, Bayesian spatially correlated error model
관련56
요약The 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 Error Model (Bayesian SEM) estimates a regression in which spatially correlated disturbances are explicitly modelled through a spatial weights matrix, while all parameters — regression coefficients, spatial error autocorrelation, and error variance — receive full posterior distributions via Bayesian inference rather than point estimates.
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