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Cox比例风险回归×Nelson-Aalen 累积风险估计量×
领域生存分析生存分析
方法族Survival analysisSurvival analysis
起源年份19721972
提出者Cox, D. R.Wayne Nelson & Odd Aalen
类型Semi-parametric hazard regression modelNon-parametric cumulative hazard estimator
开创性文献Cox, D. R. (1972). Regression Models and Life-Tables. Journal of the Royal Statistical Society: Series B, 34(2), 187–202. DOI ↗Nelson, W. (1972). Theory and applications of hazard plotting for censored failure data. Technometrics, 14(4), 945–966. DOI ↗
别名cox ph model, proportional hazards model, cox ph regression, Cox Orantılı Tehlikeler RegresyonuNelson-Aalen cumulative hazard, Aalen estimator, empirical cumulative hazard, Nelson-Aalen kümülatif hazard tahmincisi
相关35
摘要Cox proportional hazards regression, introduced by D. R. Cox in 1972, is a semi-parametric model that estimates how one or more covariates affect the hazard — the instantaneous rate of experiencing an event — while leaving the baseline hazard function unspecified. It is the standard multivariable method in survival analysis and produces hazard ratios that quantify the relative risk associated with each predictor.The Nelson-Aalen estimator is a non-parametric estimator of the cumulative hazard function from right-censored time-to-event data. Developed by Wayne Nelson for reliability hazard plotting in 1972 and placed on a rigorous counting-process foundation by Odd Aalen in 1978, it accumulates the ratio of observed events to the number at risk at each event time, providing the natural hazard-scale companion to the Kaplan-Meier survival curve.
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  3. PUBLISHED

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ScholarGate方法对比: Cox Regression · Nelson-Aalen Estimator. 于 2026-06-18 检索自 https://scholargate.app/zh/compare