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Równoważenie entropowe danych panelowych×Entropy Balancing×
DziedzinaWnioskowanie przyczynoweWnioskowanie przyczynowe
RodzinaRegression modelRegression model
Rok powstania2012 (cross-section); panel adaptation mid-2010s onward2012
TwórcaHainmueller (2012); extended to panel settings by subsequent applied econometric workJens Hainmueller
TypCovariate balancing / reweighting estimatorCovariate-balancing reweighting
Źródło pierwotneHainmueller, 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 ↗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 ↗
Inne nazwyEB-panel, panel entropy balancing, entropy reweighting in panel data, panel-EBEB, entropy reweighting, covariate balancing via entropy, Hainmueller balancing
Pokrewne56
PodsumowaniePanel data entropy balancing extends Hainmueller's (2012) entropy balancing method to longitudinal settings. It computes unit-level weights for control observations so that their covariate moments exactly match those of the treatment group across panel periods, then plugs these weights into a weighted panel regression to estimate causal treatment effects without requiring a correctly specified propensity score model.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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  3. PUBLISHED
  1. v1
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  3. PUBLISHED

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ScholarGatePorównaj metody: Panel Data Entropy Balancing · Entropy Balancing. Pobrano 2026-06-17 z https://scholargate.app/pl/compare