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चुनी हुई विधियों की आमने-सामने समीक्षा करें; भिन्नता वाली पंक्तियाँ रेखांकित हैं।

कार्य-कारणता के लिए स्थानिक संवेदनशीलता विश्लेषण×भौगोलिक भारित प्रतिगमन (GWR)×
क्षेत्रकारणात्मक अनुमानस्थानिक विश्लेषण
परिवारRegression modelRegression model
उद्भव वर्ष1988–2021 (developed progressively)2002
प्रवर्तकAnselin (1988) for spatial diagnostics; Reich et al. (2021) for spatial causal frameworksFotheringham, Brunsdon & Charlton
प्रकारSensitivity / robustness analysisLocal spatial regression
मौलिक स्रोतAnselin, L. (1988). Spatial Econometrics: Methods and Models. Kluwer Academic Publishers, Dordrecht. ISBN: 978-9024737322Fotheringham, A. S., Brunsdon, C., & Charlton, M. (2002). Geographically Weighted Regression: The Analysis of Spatially Varying Relationships. Wiley. ISBN: 978-0471496168
उपनामspatial causal sensitivity, spatial robustness checks, SSAC, spatial confounding sensitivityGWR, local regression, spatially varying coefficient regression, Coğrafi Ağırlıklı Regresyon (GWR)
संबंधित65
सारांशSpatial sensitivity analysis for causality systematically tests whether a causal estimate derived from georeferenced data holds up as spatial structure, spillovers, and the choice of spatial weights matrix are varied. Because nearby units often share unmeasured confounders — soil quality, local infrastructure, neighbourhood norms — a naive regression may yield biased causal estimates. This method reveals how fragile or robust a claimed causal effect is to alternative spatial specifications.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.
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ScholarGateविधियों की तुलना करें: Spatial Sensitivity Analysis for Causality · Geographically Weighted Regression. 2026-06-18 को यहाँ से प्राप्त https://scholargate.app/hi/compare