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Phân tích Rủi ro Cạnh tranh Điều chỉnh Rủi ro×Ước lượng Kaplan-Meier×
Lĩnh vựcDịch tễ họcThống kê
HọProcess / pipelineSurvival analysis
Năm ra đời1999 (subdistribution hazard model); cause-specific hazard framework earlier1958
Người khởi xướngJason Fine and Robert GrayEdward L. Kaplan and Paul Meier
LoạiRegression model for time-to-event data with competing eventsNonparametric estimator
Công trình gốcFine, J. P., & Gray, R. J. (1999). A proportional hazards model for the subdistribution of a competing risk. Journal of the American Statistical Association, 94(446), 496–509. 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 kháccompeting risks regression, subdistribution hazard model, cause-specific hazard analysis, Fine-Gray modelKM estimator, product-limit estimator, Kaplan-Meier curve, survival curve estimator
Liên quan42
Tóm tắtRisk-adjusted competing risks analysis extends classical survival analysis to settings where subjects can experience more than one type of terminal event, and where the occurrence of one event prevents the occurrence of another. By modelling cause-specific or subdistribution hazards while adjusting for measured confounders, the method yields unbiased estimates of the absolute probability — the cumulative incidence function — of each event type over time in the presence of competing events.The Kaplan-Meier estimator is a nonparametric method for estimating the survival function S(t) — the probability that an individual survives beyond time t — from data that include censored observations. Introduced by Edward L. Kaplan and Paul Meier in their landmark 1958 JASA paper, it is the standard first step in any survival analysis and is among the most-cited statistical methods in biomedical research.
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ScholarGateSo sánh phương pháp: Risk-adjusted competing risks analysis · Kaplan-Meier Estimator. Truy cập ngày 2026-06-18 từ https://scholargate.app/vi/compare