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Coarsened Exact Matching per Effetti del Trattamento Eterogenei×Entropy Balancing×
CampoInferenza causaleInferenza causale
FamigliaRegression modelRegression model
Anno di origine2012-20132012
IdeatoreIacus, King & Porro (CEM foundation, 2012); subgroup HTE extensions by Imai & colleaguesJens Hainmueller
TipoMatching-based causal inference with subgroup CATE estimationCovariate-balancing reweighting
Fonte seminaleIacus, S. M., King, G., & Porro, G. (2012). Causal Inference without Balance Checking: Coarsened Exact Matching. Political Analysis, 20(1), 1-24. 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 ↗
AliasHTE-CEM, CEM with CATE estimation, subgroup CEM, coarsened exact matching with effect heterogeneityEB, entropy reweighting, covariate balancing via entropy, Hainmueller balancing
Correlati56
SintesiHeterogeneous treatment effect coarsened exact matching (HTE-CEM) extends the coarsened exact matching framework to estimate how treatment effects vary across subgroups or individual characteristics. After CEM creates balanced strata by coarsening continuous covariates into bins and exactly matching units within each bin, conditional average treatment effects (CATEs) are computed within or across these strata, revealing where treatment works, for whom, and by how much.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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ScholarGateConfronta i metodi: Heterogeneous Treatment Effect Coarsened Exact Matching · Entropy Balancing. Consultato il 2026-06-19 da https://scholargate.app/it/compare