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Multi-period Propensity Score Weighting×Ważenie z wykorzystaniem wyniku skłonności (PSW / IPW)×
DziedzinaWnioskowanie przyczynoweWnioskowanie przyczynowe
RodzinaRegression modelRegression model
Rok powstania20001983 (propensity score); 2003 (efficient IPW estimator)
TwórcaRobins, Hernán, and Brumback (building on Robins' g-computation framework)Rosenbaum & Rubin (propensity score); Hirano, Imbens & Ridder (efficient weighting)
TypQuasi-experimental causal inferenceCausal inference / reweighting
Źródło pierwotneHernán, M. A., & Robins, J. M. (2020). Causal Inference: What If. Chapman & Hall/CRC. link ↗Rosenbaum, P. R., & Rubin, D. B. (1983). The central role of the propensity score in observational studies for causal effects. Biometrika, 70(1), 41-55. DOI ↗
Inne nazwylongitudinal propensity score weighting, multi-wave PSW, time-varying propensity score weighting, sequential propensity score weightingPSW, inverse probability weighting, IPW, propensity-based weighting
Pokrewne56
PodsumowanieMulti-period propensity score weighting extends the standard propensity score weighting framework to settings with repeated measurements and time-varying treatments. It constructs stabilised inverse probability weights (IPW) at each time point so that the weighted sample resembles a sequence of randomised experiments, allowing unbiased estimation of causal effects under longitudinal confounding.Propensity score weighting is a causal-inference method that reweights observations so that the covariate distributions of treated and untreated units look exchangeable, enabling unbiased estimation of average treatment effects from observational data. Each unit receives a weight that is the inverse of its probability of receiving the treatment it actually received — a strategy formalised by Rosenbaum and Rubin (1983) and given its efficient semiparametric form by Hirano, Imbens and Ridder (2003).
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ScholarGatePorównaj metody: Multi-period Propensity Score Weighting · Propensity Score Weighting. Pobrano 2026-06-19 z https://scholargate.app/pl/compare