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Ocena polityki ważenie odwrotnością prawdopodobieństwa×Ważenie odwrotnością prawdopodobieństwa leczenia (IPW / IPTW)×
DziedzinaWnioskowanie przyczynoweWnioskowanie przyczynowe
RodzinaRegression modelRegression model
Rok powstania1952 (IPW origin); 2000s (policy evaluation application)2000
TwórcaHorvitz & Thompson (1952); extended to causal policy settings by Robins, Hernan & Brumback (2000) and Imbens & Wooldridge (2009)Robins, Hernán & Brumback
TypReweighting estimator for causal policy analysisCausal inference weighting estimator
Źródło pierwotneImbens, G. W., & Wooldridge, J. M. (2009). Recent Developments in the Econometrics of Program Evaluation. Journal of Economic Literature, 47(1), 5-86. DOI ↗Robins, J. M., Hernán, M. A., & Brumback, B. (2000). Marginal Structural Models and Causal Inference in Epidemiology. Epidemiology, 11(5), 550-560. DOI ↗
Inne nazwyIPW policy evaluation, propensity-weighted policy analysis, inverse probability of treatment weightingIPW, IPTW, inverse probability of treatment weighting, marginal structural model weighting
Pokrewne65
PodsumowaniePolicy evaluation inverse probability weighting (IPW) uses estimated propensity scores to reweight observed units so that the weighted sample mimics a randomised experiment. Each unit is weighted by the inverse of its probability of receiving the policy, creating a pseudo-population in which treatment assignment is independent of observed covariates and the average treatment effect (ATE) can be read off directly.Inverse Probability Weighting is a causal-inference method that assigns each observation a weight equal to the inverse of its probability of receiving the treatment it actually received. Introduced by Robins, Hernán and Brumback (2000) for marginal structural models, it builds a pseudo-population in which treatment is independent of measured confounders, balancing selection bias.
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ScholarGatePorównaj metody: Policy Evaluation Inverse Probability Weighting · Inverse Probability Weighting. Pobrano 2026-06-19 z https://scholargate.app/pl/compare