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베이지안 공간 오차 모형×베이즈 공간 지연 모형×
분야공간분석공간분석
계열Regression modelRegression model
기원 연도1988 (classical SEM); 2009 (Bayesian formulation)1997
창시자LeSage & Pace (Bayesian treatment); Anselin (classical SEM)LeSage (1997); fully elaborated in LeSage & Pace (2009)
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 SEM, Bayesian spatial-error regression, BSEM spatial econometrics, Bayesian spatially correlated error modelBayesian SAR model, Bayesian spatial autoregressive model, BSLM, Bayesian SLM
관련65
요약The 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.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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