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ベイズ空間ラグモデル×空間ラグモデル(SAR / 空間自己回帰)×
分野空間分析空間分析
系統Regression modelRegression model
提唱年19971988
提唱者LeSage (1997); fully elaborated in LeSage & Pace (2009)Anselin (textbook formalisation); LeSage & Pace
種類Bayesian spatial regressionSpatial autoregressive regression
原典LeSage, J. P., & Pace, R. K. (2009). Introduction to Spatial Econometrics. CRC Press / Taylor & Francis. ISBN: 978-1420064247Anselin, L. (1988). Spatial Econometrics: Methods and Models. Kluwer Academic. DOI ↗
別名Bayesian SAR model, Bayesian spatial autoregressive model, BSLM, Bayesian SLMSAR model, spatial autoregressive model, spatial lag, Uzamsal Gecikme Modeli (SAR / Spatial Lag)
関連55
概要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.The Spatial Lag Model is an autoregressive regression that assumes spatial dependence in the dependent variable itself: the outcome values of neighbouring units enter the model as an explanatory term (ρWy). It was formalised in Anselin's Spatial Econometrics (1988) and developed further by LeSage and Pace (2009), and it decomposes spillover effects into direct, indirect, and total impacts.
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ScholarGate手法を比較: Bayesian Spatial Lag Model · Spatial Lag Model. 2026-06-15に以下より取得 https://scholargate.app/ja/compare