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Težinsko ponderiranje sklonosnim rezultatom (PSW / IPW)×Uteživanje inverznom vjerojatnošću tretmana (IPW / IPTW)×
PodručjeUzročno zaključivanjeUzročno zaključivanje
ObiteljRegression modelRegression model
Godina nastanka1983 (propensity score); 2003 (efficient IPW estimator)2000
TvoracRosenbaum & Rubin (propensity score); Hirano, Imbens & Ridder (efficient weighting)Robins, Hernán & Brumback
VrstaCausal inference / reweightingCausal inference weighting estimator
Temeljni izvorRosenbaum, 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 ↗Robins, J. M., Hernán, M. A., & Brumback, B. (2000). Marginal Structural Models and Causal Inference in Epidemiology. Epidemiology, 11(5), 550-560. DOI ↗
Drugi naziviPSW, inverse probability weighting, IPW, propensity-based weightingIPW, IPTW, inverse probability of treatment weighting, marginal structural model weighting
Srodne65
SažetakPropensity 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).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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ScholarGateUsporedite metode: Propensity Score Weighting · Inverse Probability Weighting. Preuzeto 2026-06-19 s https://scholargate.app/hr/compare