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Balance de Entropía para Datos de Panel×Ponderación por Probabilidad Inversa de Datos de Panel×
CampoInferencia causalInferencia causal
FamiliaRegression modelRegression model
Año de origen2012 (cross-section); panel adaptation mid-2010s onward2000
Autor originalHainmueller (2012); extended to panel settings by subsequent applied econometric workRobins, Hernan & Brumback
TipoCovariate balancing / reweighting estimatorReweighting / causal inference
Fuente seminalHainmueller, 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 ↗Robins, J. M., Hernan, M. A., & Brumback, B. (2000). Marginal structural models and causal inference in epidemiology. Epidemiology, 11(5), 550-560. DOI ↗
AliasEB-panel, panel entropy balancing, entropy reweighting in panel data, panel-EBpanel IPW, longitudinal IPW, time-varying IPW, panel IPTW
Relacionados55
ResumenPanel 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.Panel Data Inverse Probability Weighting (panel IPW) estimates the causal effect of a time-varying treatment by reweighting observed units to create a pseudo-population in which treatment is independent of measured confounders at each time point. It extends the cross-sectional IPW framework to longitudinal settings where treatment status and confounders both evolve across multiple periods.
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  3. PUBLISHED
  1. v1
  2. 2 Fuentes
  3. PUBLISHED

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ScholarGateComparar métodos: Panel Data Entropy Balancing · Panel Data Inverse Probability Weighting. Recuperado el 2026-06-17 de https://scholargate.app/es/compare