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Lĩnh vựcThống kê nghiên cứuThống kê nghiên cứu
HọProcess / pipelineProcess / pipeline
Năm ra đời19831958
Người khởi xướngPaul Rosenbaum and Donald RubinEdward L. Kaplan and Paul Meier
LoạiMethodMethod
Công trình gốcRosenbaum, 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 ↗Kaplan, E. L., & Meier, P. (1958). Nonparametric estimation from incomplete observations. Journal of the American Statistical Association, 53(282), 457–481. DOI ↗
Tên gọi khácPSM, propensity score weighting, covariate balanceKaplan-Meier analysis, Cox regression, TTE analysis
Liên quan33
Tóm tắtPropensity score matching (PSM) is a method for reducing confounding bias in observational studies by balancing baseline characteristics between treatment groups, simulating randomization. Developed by Rosenbaum and Rubin (1983), it estimates the probability of receiving treatment given observed covariates, then matches or weights treated and control individuals with similar treatment probabilities. Widely used in medicine, epidemiology, and policy evaluation when randomized trials are infeasible or unethical, enabling estimation of treatment effects while controlling for selection bias.Survival analysis is a collection of statistical methods for modeling time from a defined starting point until an event of interest occurs (disease, recovery, death, equipment failure). Kaplan and Meier's nonparametric estimator (1958) and David Cox's proportional hazards model (1972) jointly enabled analysis of censored data—individuals whose event times are unknown because they left the study or were still event-free at follow-up. Indispensable in oncology, cardiology, infectious disease research, engineering reliability, and any field where time-to-event matters.
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ScholarGateSo sánh phương pháp: Propensity Score Matching · Survival Analysis. Truy cập ngày 2026-06-18 từ https://scholargate.app/vi/compare