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Bayesian Entropy Balancing×Vyváženie pomocou entropie×
OdborKauzálna inferenciaKauzálna inferencia
RodinaRegression modelRegression model
Rok vzniku2012-2020s2012
TvorcaHainmueller (2012, entropy balancing foundation); Bayesian extension developed in subsequent causal inference literatureJens Hainmueller
TypWeighting-based causal estimator with Bayesian uncertainty quantificationCovariate-balancing reweighting
Pôvodný zdrojHainmueller, 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 ↗Hainmueller, 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 ↗
Ďalšie názvyBEB, Bayesian EB, Bayesian covariate balancing, entropy balancing with Bayesian inferenceEB, entropy reweighting, covariate balancing via entropy, Hainmueller balancing
Príbuzné66
ZhrnutieBayesian Entropy Balancing extends the classical entropy balancing approach — which reweights control units so that their covariate moments match the treated group exactly — by embedding this reweighting within a Bayesian framework. This allows researchers to incorporate prior beliefs about treatment propensities, propagate parameter uncertainty into the final causal estimate, and obtain credible intervals rather than only classical confidence intervals.Entropy balancing is a preprocessing method for causal inference that assigns weights to control-group units so that the reweighted control sample matches the treatment group exactly on a chosen set of covariate moments (means, variances, skewness). Introduced by Hainmueller (2012), it replaces trial-and-error propensity-score trimming with a constrained maximum-entropy optimisation that achieves balance in a single step.
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ScholarGatePorovnať metódy: Bayesian Entropy Balancing · Entropy Balancing. Získané 2026-06-17 z https://scholargate.app/sk/compare