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स्थानिक द्वि-सुदृढ़ आकलन (Spatial Doubly Robust Estimation)×भौगोलिक भारित प्रतिगमन (GWR)×
क्षेत्रकारणात्मक अनुमानस्थानिक विश्लेषण
परिवारRegression modelRegression model
उद्भव वर्ष2010s–2020s2002
प्रवर्तकExtension of Robins, Rotnitzky & Zhao (1994) doubly robust framework to spatial settings; developed in spatial epidemiology and econometrics literatureFotheringham, Brunsdon & Charlton
प्रकारSemiparametric causal estimatorLocal spatial regression
मौलिक स्रोतPapadogeorgou, G., Mealli, F., & Zigler, C. M. (2019). Causal inference with interfering units for cluster and population level treatment allocation programs. Biometrics, 75(3), 778-787. DOI ↗Fotheringham, A. S., Brunsdon, C., & Charlton, M. (2002). Geographically Weighted Regression: The Analysis of Spatially Varying Relationships. Wiley. ISBN: 978-0471496168
उपनामSpatial DR, Spatial AIPW, Spatial augmented IPW, Doubly robust spatial causal estimationGWR, local regression, spatially varying coefficient regression, Coğrafi Ağırlıklı Regresyon (GWR)
संबंधित55
सारांशSpatial doubly robust estimation is a semiparametric causal inference method that combines propensity score weighting with outcome regression modeling — providing protection against misspecification of either component — while explicitly accounting for spatial autocorrelation among units. It extends the classical augmented inverse probability weighting (AIPW) estimator to settings where treatment assignment and outcomes are geographically clustered or spatially dependent.Geographically Weighted Regression is a local regression method, introduced by Fotheringham, Brunsdon and Charlton (2002), that allows the regression coefficients to vary across space. Instead of one global equation, it fits a separate set of coefficients at every location, capturing spatial heterogeneity in the relationships.
ScholarGateडेटासेट
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  1. v1
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  3. PUBLISHED

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ScholarGateविधियों की तुलना करें: Spatial Doubly Robust Estimation · Geographically Weighted Regression. 2026-06-18 को यहाँ से प्राप्त https://scholargate.app/hi/compare