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Entropía Bayesiana de Balanceo×Equilibrio por Entropía×
CampoInferencia causalInferencia causal
FamiliaRegression modelRegression model
Año de origen2012-2020s2012
Autor originalHainmueller (2012, entropy balancing foundation); Bayesian extension developed in subsequent causal inference literatureJens Hainmueller
TipoWeighting-based causal estimator with Bayesian uncertainty quantificationCovariate-balancing reweighting
Fuente seminalHainmueller, 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 ↗
AliasBEB, Bayesian EB, Bayesian covariate balancing, entropy balancing with Bayesian inferenceEB, entropy reweighting, covariate balancing via entropy, Hainmueller balancing
Relacionados66
ResumenBayesian 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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  1. v1
  2. 2 Fuentes
  3. PUBLISHED
  1. v1
  2. 2 Fuentes
  3. PUBLISHED

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ScholarGateComparar métodos: Bayesian Entropy Balancing · Entropy Balancing. Recuperado el 2026-06-17 de https://scholargate.app/es/compare