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Heterogena obrada efekata balansiranjem entropije×Balansiranje entropijom×
OblastKauzalno zaključivanjeKauzalno zaključivanje
PorodicaRegression modelRegression model
Godina nastanka2012-20162012
TvoracHainmueller (2012) for entropy balancing; Athey & Imbens (2016) for heterogeneous effect estimationJens Hainmueller
TipCausal inference / heterogeneous effect estimationCovariate-balancing reweighting
Temeljni izvorHainmueller, 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 ↗
Drugi naziviHTE entropy balancing, CATE with entropy balancing, heterogeneous effects EB, subgroup entropy balancingEB, entropy reweighting, covariate balancing via entropy, Hainmueller balancing
Srodne56
SažetakHeterogeneous 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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ScholarGateUporedite metode: Heterogeneous Treatment Effect Entropy Balancing · Entropy Balancing. Preuzeto 2026-06-19 sa https://scholargate.app/sr/compare