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Višeperiodno ponderisanje rezultatom sklonosti×Metoda inverzne verovatnoće tretmana (IPW / IPTW)×
OblastKauzalno zaključivanjeKauzalno zaključivanje
PorodicaRegression modelRegression model
Godina nastanka20002000
TvoracRobins, Hernán, and Brumback (building on Robins' g-computation framework)Robins, Hernán & Brumback
TipQuasi-experimental causal inferenceCausal inference weighting estimator
Temeljni izvorHernán, M. A., & Robins, J. M. (2020). Causal Inference: What If. Chapman & Hall/CRC. link ↗Robins, J. M., Hernán, M. A., & Brumback, B. (2000). Marginal Structural Models and Causal Inference in Epidemiology. Epidemiology, 11(5), 550-560. DOI ↗
Drugi nazivilongitudinal propensity score weighting, multi-wave PSW, time-varying propensity score weighting, sequential propensity score weightingIPW, IPTW, inverse probability of treatment weighting, marginal structural model weighting
Srodne55
SažetakMulti-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.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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ScholarGateUporedite metode: Multi-period Propensity Score Weighting · Inverse Probability Weighting. Preuzeto 2026-06-19 sa https://scholargate.app/sr/compare