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| Bayesian Entropy Balancing× | Vyváženie pomocou entropie× | |
|---|---|---|
| Odbor | Kauzálna inferencia | Kauzálna inferencia |
| Rodina | Regression model | Regression model |
| Rok vzniku≠ | 2012-2020s | 2012 |
| Tvorca≠ | Hainmueller (2012, entropy balancing foundation); Bayesian extension developed in subsequent causal inference literature | Jens Hainmueller |
| Typ≠ | Weighting-based causal estimator with Bayesian uncertainty quantification | Covariate-balancing reweighting |
| Pôvodný zdroj | 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 ↗ | 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 názvy | BEB, Bayesian EB, Bayesian covariate balancing, entropy balancing with Bayesian inference | EB, entropy reweighting, covariate balancing via entropy, Hainmueller balancing |
| Príbuzné | 6 | 6 |
| Zhrnutie≠ | Bayesian 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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