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Heterogen Behandlingseffekt Entropivægtning×Entropy Balancing×
FagområdeKausal inferensKausal inferens
FamilieRegression modelRegression model
Oprindelsesår2012-20162012
OphavspersonHainmueller (2012) for entropy balancing; Athey & Imbens (2016) for heterogeneous effect estimationJens Hainmueller
TypeCausal inference / heterogeneous effect estimationCovariate-balancing reweighting
Oprindelig kildeHainmueller, 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 ↗
AliasserHTE entropy balancing, CATE with entropy balancing, heterogeneous effects EB, subgroup entropy balancingEB, entropy reweighting, covariate balancing via entropy, Hainmueller balancing
Relaterede56
ResuméHeterogeneous 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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ScholarGateSammenlign metoder: Heterogeneous Treatment Effect Entropy Balancing · Entropy Balancing. Hentet 2026-06-18 fra https://scholargate.app/da/compare