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Dinamičko balansiranje entropije×Balansiranje entropijom×
OblastKauzalno zaključivanjeKauzalno zaključivanje
PorodicaRegression modelRegression model
Godina nastanka2012-20182012
TvoracHainmueller (2012) for static entropy balancing; extended to dynamic settings by Blackwell and Glynn (2018) and subsequent methodologistsJens Hainmueller
TipCausal inference / weighting estimatorCovariate-balancing reweighting
Temeljni izvorHainmueller, 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 ↗
Drugi naziviDEB, longitudinal entropy balancing, entropy balancing with time-varying treatment, sequential entropy balancingEB, entropy reweighting, covariate balancing via entropy, Hainmueller balancing
Srodne66
SažetakDynamic Entropy Balancing extends the entropy balancing reweighting approach to settings with time-varying treatments in panel or longitudinal data. It constructs unit weights at each time period such that the covariate distributions of treated and comparison units are balanced on specified moments, adjusting sequentially for prior treatment history and time-varying confounders to estimate the causal effect of treatment sequences on outcomes.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: Dynamic Entropy Balancing · Entropy Balancing. Preuzeto 2026-06-17 sa https://scholargate.app/sr/compare