Confidence bands for the difference of two survival functions under the additive risk model

被引:5
|
作者
Lee, Jimin [2 ]
Hyun, Seunggeun [1 ]
机构
[1] Univ S Carolina Upstate, Div Math & Comp Sci, Spartanburg, SC 29303 USA
[2] Univ N Carolina, Dept Math, Asheville, NC 28804 USA
关键词
simultaneous confidence band; survival function; additive hazards model; Cox model; martingales; REGRESSION-MODEL; LIKELIHOOD; CURVES;
D O I
10.1080/02664761003692308
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
In many clinical studies, a commonly encountered problem is to compare the survival probabilities of two treatments for a given patient with a certain set of covariates, and there is often a need to make adjustments for other covariates that may affect outcomes. One approach is to plot the difference between the two subject-specific predicted survival estimates with a simultaneous confidence band. Such a band will provide useful information about when these two treatments differ and which treatment has a better survival probability. In this paper, we show how to construct such a band based on the additive risk model and we use the martingale central limit theorem to derive its asymptotic distribution. The proposed method is evaluated from a simulation study and is illustrated with two real examples.
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页码:785 / 797
页数:13
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