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Trọng số điểm xu hướng đa kỳ×Trọng số điểm xu hướng (PSW / IPW)×
Lĩnh vựcSuy luận nhân quảSuy luận nhân quả
HọRegression modelRegression model
Năm ra đời20001983 (propensity score); 2003 (efficient IPW estimator)
Người khởi xướngRobins, Hernán, and Brumback (building on Robins' g-computation framework)Rosenbaum & Rubin (propensity score); Hirano, Imbens & Ridder (efficient weighting)
LoạiQuasi-experimental causal inferenceCausal inference / reweighting
Công trình gốcHernán, 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 ↗
Tên gọi kháclongitudinal propensity score weighting, multi-wave PSW, time-varying propensity score weighting, sequential propensity score weightingPSW, inverse probability weighting, IPW, propensity-based weighting
Liên quan56
Tóm tắtMulti-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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ScholarGateSo sánh phương pháp: Multi-period Propensity Score Weighting · Propensity Score Weighting. Truy cập ngày 2026-06-19 từ https://scholargate.app/vi/compare