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Поцесна Евалуација Политика путем Грубо Поклапање (CEM)×Metoda inverzne verovatnoće tretmana (IPW / IPTW)×
OblastKauzalno zaključivanjeKauzalno zaključivanje
PorodicaRegression modelRegression model
Godina nastanka2011-20122000
TvoracIacus, King & PorroRobins, Hernán & Brumback
TipMatching / quasi-experimental designCausal inference weighting estimator
Temeljni izvorIacus, S. M., King, G., & Porro, G. (2012). Causal inference without balance checking: Coarsened exact matching. Political Analysis, 20(1), 1-24. DOI ↗Robins, J. M., Hernán, M. A., & Brumback, B. (2000). Marginal Structural Models and Causal Inference in Epidemiology. Epidemiology, 11(5), 550-560. DOI ↗
Drugi naziviCEM, Coarsened Exact Matching, CEM policy evaluation, coarsening-based matchingIPW, IPTW, inverse probability of treatment weighting, marginal structural model weighting
Srodne55
SažetakCoarsened Exact Matching (CEM) is a quasi-experimental causal-inference technique that creates balanced treatment and control groups from observational data by temporarily coarsening covariates into bins, exactly matching units within those bins, and then pruning unmatched observations before estimating policy effects. Introduced by Iacus, King, and Porro, CEM belongs to the monotonic imbalance bounding family of matching methods and is especially popular in policy evaluation.Inverse Probability Weighting is a causal-inference method that assigns each observation a weight equal to the inverse of its probability of receiving the treatment it actually received. Introduced by Robins, Hernán and Brumback (2000) for marginal structural models, it builds a pseudo-population in which treatment is independent of measured confounders, balancing selection bias.
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ScholarGateUporedite metode: Policy Evaluation Coarsened Exact Matching · Inverse Probability Weighting. Preuzeto 2026-06-19 sa https://scholargate.app/sr/compare