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공간 엔트로피 균형×성향 점수 가중치 (PSW / IPW)×
분야인과추론인과추론
계열Regression modelRegression model
기원 연도2010s1983 (propensity score); 2003 (efficient IPW estimator)
창시자Extension of Hainmueller (2012) entropy balancing to spatial settings; spatial adaptations developed in geographic epidemiology and spatial econometrics literatureRosenbaum & Rubin (propensity score); Hirano, Imbens & Ridder (efficient weighting)
유형Quasi-experimental reweightingCausal inference / reweighting
원전Hainmueller, J. (2012). Entropy Balancing for Causal Effects: A Multivariate Reweighting Method to Produce Balanced Samples in Observational Studies. Political Analysis, 20(1), 25-46. DOI ↗Rosenbaum, P. R., & Rubin, D. B. (1983). The central role of the propensity score in observational studies for causal effects. Biometrika, 70(1), 41-55. DOI ↗
별칭spatial EB, geographically-weighted entropy balancing, spatial reweightingPSW, inverse probability weighting, IPW, propensity-based weighting
관련66
요약Spatial entropy balancing extends standard entropy balancing to observational settings where units are embedded in geographic space, incorporating spatial structure into the reweighting process so that balance is achieved while respecting spatial proximity, clustering, or spillover dependencies between units.Propensity score weighting is a causal-inference method that reweights observations so that the covariate distributions of treated and untreated units look exchangeable, enabling unbiased estimation of average treatment effects from observational data. Each unit receives a weight that is the inverse of its probability of receiving the treatment it actually received — a strategy formalised by Rosenbaum and Rubin (1983) and given its efficient semiparametric form by Hirano, Imbens and Ridder (2003).
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ScholarGate방법 비교: Spatial Entropy Balancing · Propensity Score Weighting. 2026-06-18에 다음에서 검색함: https://scholargate.app/ko/compare