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지역 공간 더빈 모형×지역 공간 시차 모형×
분야공간분석공간분석
계열Regression modelRegression model
기원 연도2002–20091988 (global); 2000s (local extensions)
창시자LeSage & Pace (SDM foundation); local adaptation via Fotheringham et al. GWR frameworkAnselin (global SLM, 1988); local extension via Fotheringham, Brunsdon & Charlton (GWR framework, 2002)
유형Spatially varying regression modelSpatially varying regression model
원전LeSage, 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 Publishers. ISBN: 978-9024737215
별칭local SDM, geographically weighted Spatial Durbin Model, GW-SDM, spatially varying Durbin modellocal SLM, geographically weighted spatial lag model, GW-SLM, spatially varying lag model
관련55
요약The Local Spatial Durbin Model (Local SDM) extends the global Spatial Durbin Model by allowing regression coefficients to vary across geographic space. It combines the SDM's ability to capture both spatial lag of the dependent variable and spatial lags of covariates with a geographically weighted estimation framework, producing location-specific direct and indirect spillover effects.The Local Spatial Lag Model extends the classical spatial lag model by allowing both the spatial autocorrelation parameter and the regression coefficients to vary across geographic locations. Instead of one global estimate of how neighboring outcomes influence each observation, the model fits location-specific parameters using kernel-weighted local estimation, revealing spatial heterogeneity in spatial dependence.
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