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चुनी हुई विधियों की आमने-सामने समीक्षा करें; भिन्नता वाली पंक्तियाँ रेखांकित हैं।

विषम उपचार प्रभाव कोर्स्ड एग्जैक्ट मैचिंग×कोर्स्ड एग्जैक्ट मैचिंग (CEM)×
क्षेत्रकारणात्मक अनुमानकारणात्मक अनुमान
परिवारRegression modelRegression model
उद्भव वर्ष2012-20132011-2012
प्रवर्तकIacus, King & Porro (CEM foundation, 2012); subgroup HTE extensions by Imai & colleaguesIacus, King, & Porro
प्रकारMatching-based causal inference with subgroup CATE estimationMatching / causal inference
मौलिक स्रोतIacus, 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 ↗
उपनामHTE-CEM, CEM with CATE estimation, subgroup CEM, coarsened exact matching with effect heterogeneityCEM, coarsened matching, monotonic imbalance bounding matching
संबंधित56
सारांशHeterogeneous 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.
ScholarGateडेटासेट
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  2. 2 स्रोत
  3. PUBLISHED
  1. v1
  2. 2 स्रोत
  3. PUBLISHED

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ScholarGateविधियों की तुलना करें: Heterogeneous Treatment Effect Coarsened Exact Matching · Coarsened Exact Matching. 2026-06-20 को यहाँ से प्राप्त https://scholargate.app/hi/compare