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Penyeimbangan Entropi Spatial×Penimbang Skor Kecenderungan (PSW / IPW)×
BidangInferens KausalInferens Kausal
KeluargaRegression modelRegression model
Tahun asal2010s1983 (propensity score); 2003 (efficient IPW estimator)
PengasasExtension 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)
JenisQuasi-experimental reweightingCausal inference / reweighting
Sumber perintisHainmueller, 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 ↗
Aliasspatial EB, geographically-weighted entropy balancing, spatial reweightingPSW, inverse probability weighting, IPW, propensity-based weighting
Berkaitan66
RingkasanSpatial 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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ScholarGateBandingkan kaedah: Spatial Entropy Balancing · Propensity Score Weighting. Dicapai 2026-06-18 daripada https://scholargate.app/ms/compare