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Spatial Regression of Crime×स्थानिक लैग मॉडल (SAR / स्थानिक ऑटोरिग्रेसिव)×
क्षेत्रCriminologyस्थानिक विश्लेषण
परिवारRegression modelRegression model
उद्भव वर्ष19881988
प्रवर्तकLuc AnselinAnselin (textbook formalisation); LeSage & Pace
प्रकारRegression model for areal crime data with spatial dependenceSpatial autoregressive regression
मौलिक स्रोतAnselin, L. (1988). Spatial Econometrics: Methods and Models. Kluwer Academic Publishers. ISBN: 9789024737352Anselin, L. (1988). Spatial Econometrics: Methods and Models. Kluwer Academic. DOI ↗
उपनामSpatial Lag Model of Crime, Spatial Error Model of Crime, Geographically Weighted Regression of Crime, Spatial Econometric Crime ModelsSAR model, spatial autoregressive model, spatial lag, Uzamsal Gecikme Modeli (SAR / Spatial Lag)
संबंधित45
सारांशSpatial regression models explain crime rates across areal units — neighborhoods, census tracts, counties — while explicitly accounting for the fact that nearby places tend to have similar crime levels. Ordinary regression assumes each unit's residual is independent, an assumption crime data routinely violate, biasing standard errors and sometimes the coefficients themselves. Spatial econometric models, formalized in Luc Anselin's 1988 framework, introduce a spatial weights matrix and add a spatial lag of the outcome or a spatially correlated error so that the dependence between neighboring areas is modeled rather than ignored.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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