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Panel Data Propensity Score Weighting

Panel Data Propensity Score Weighting (panel PSW) proširuje inverzno verovatnosno ponderisanje na longitudinalne postavke gde se iste jedinice posmatraju tokom više vremenskih perioda. Ponovnim ponderisanjem opservacija inverznom vrednošću vremenski promenljive verovatnoće dobijanja tretmana za svaku jedinicu, stvara se pseudo-populacija u kojoj je tretman balansiran na osnovu opserviranih kovarijati u svakom periodu, a zatim se procenjuju uzročni efekti iz podataka ponovljenih merenja.

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Izvori

  1. Hirano, K., Imbens, G. W., & Ridder, G. (2003). Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score. Econometrica, 71(4), 1161-1189. DOI: 10.1111/1468-0262.00442
  2. Robins, J. M., Hernan, M. A., & Brumback, B. (2000). Marginal Structural Models and Causal Inference in Epidemiology. Epidemiology, 11(5), 550-560. DOI: 10.1097/00001648-200009000-00011

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ScholarGate. (2026, June 3). Panel Data Propensity Score Weighting Estimator. ScholarGate. https://scholargate.app/sr/causal-inference/panel-data-propensity-score-weighting

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Citirana u

ScholarGatePanel Data Propensity Score Weighting (Panel Data Propensity Score Weighting Estimator). Preuzeto 2026-06-15 sa https://scholargate.app/sr/causal-inference/panel-data-propensity-score-weighting · Skup podataka: https://doi.org/10.5281/zenodo.20539026