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Višeperiodno koincidirajuće egzaktno podudaranje×Balansiranje entropijom×
OblastKauzalno zaključivanjeKauzalno zaključivanje
PorodicaRegression modelRegression model
Godina nastanka2012–20212012
TvoracIacus, King & Porro (CEM, 2012); extended to multi-period panel settingsJens Hainmueller
TipNon-parametric matching / causal inferenceCovariate-balancing reweighting
Temeljni izvorIacus, 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 ↗
Drugi naziviMulti-period CEM, Longitudinal CEM, Panel CEM, Multi-wave CEMEB, entropy reweighting, covariate balancing via entropy, Hainmueller balancing
Srodne66
SažetakMulti-period Coarsened Exact Matching (multi-period CEM) extends the CEM framework of Iacus, King, and Porro to longitudinal data with multiple pre- and post-treatment periods. It bins continuous covariates into coarsened categories, matches treated and control units that fall into the same cells across all relevant time periods, and then estimates a weighted average treatment effect that accounts for temporal structure.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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ScholarGateUporedite metode: Multi-period Coarsened Exact Matching · Entropy Balancing. Preuzeto 2026-06-19 sa https://scholargate.app/sr/compare