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Równoważenie entropijne heterogenicznych efektów oddziaływania×Entropy Balancing×
DziedzinaWnioskowanie przyczynoweWnioskowanie przyczynowe
RodzinaRegression modelRegression model
Rok powstania2012-20162012
TwórcaHainmueller (2012) for entropy balancing; Athey & Imbens (2016) for heterogeneous effect estimationJens Hainmueller
TypCausal inference / heterogeneous effect estimationCovariate-balancing reweighting
Źródło pierwotneHainmueller, 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 ↗
Inne nazwyHTE entropy balancing, CATE with entropy balancing, heterogeneous effects EB, subgroup entropy balancingEB, entropy reweighting, covariate balancing via entropy, Hainmueller balancing
Pokrewne56
PodsumowanieHeterogeneous Treatment Effect Entropy Balancing combines entropy balancing — a preprocessing step that reweights control units to match the treatment group on covariate moments — with methods that estimate how the treatment effect varies across subgroups or individuals. It produces covariate-balanced weights without parametric propensity models, then uses those weights to estimate conditional average treatment effects (CATEs) across moderating variables.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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  3. PUBLISHED
  1. v1
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  3. PUBLISHED

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ScholarGatePorównaj metody: Heterogeneous Treatment Effect Entropy Balancing · Entropy Balancing. Pobrano 2026-06-19 z https://scholargate.app/pl/compare