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Pencocokan Tepat yang Dikasar untuk Kesan Rawatan Heterogen×Pencocokan Tepat yang Dikasar (CEM)×
BidangInferens KausalInferens Kausal
KeluargaRegression modelRegression model
Tahun asal2012-20132011-2012
PengasasIacus, King & Porro (CEM foundation, 2012); subgroup HTE extensions by Imai & colleaguesIacus, King, & Porro
JenisMatching-based causal inference with subgroup CATE estimationMatching / causal inference
Sumber perintisIacus, S. M., King, G., & Porro, G. (2012). Causal Inference without Balance Checking: Coarsened Exact Matching. Political Analysis, 20(1), 1-24. DOI ↗Iacus, S. M., King, G., & Porro, G. (2012). Causal Inference without Balance Checking: Coarsened Exact Matching. Political Analysis, 20(1), 1-24. DOI ↗
AliasHTE-CEM, CEM with CATE estimation, subgroup CEM, coarsened exact matching with effect heterogeneityCEM, coarsened matching, monotonic imbalance bounding matching
Berkaitan56
RingkasanHeterogeneous 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.Coarsened Exact Matching is a preprocessing method that achieves covariate balance by temporarily coarsening continuous variables into bins, exactly matching treated and control units within those bins, and then discarding all unmatched units. Introduced by Iacus, King, and Porro (2011, 2012), it bounds imbalance on each covariate independently, yielding a matched sample on which any estimator can be applied without relying on a propensity score model.
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ScholarGateBandingkan kaedah: Heterogeneous Treatment Effect Coarsened Exact Matching · Coarsened Exact Matching. Dicapai 2026-06-20 daripada https://scholargate.app/ms/compare