Checking a semiparametric additive risk model

被引:11
作者
Gandy, A [1 ]
Jensen, U
机构
[1] Univ Hohenheim, Inst Appl Math & Stat, D-70593 Stuttgart, Germany
[2] Univ Ulm, Dept Stochast, D-89069 Ulm, Germany
关键词
Aalen model; Cox regression; goodness-of-fit; martingale residuals; semiparametric; survival analysis;
D O I
10.1007/s10985-005-5234-y
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
McKeague and Sasieni [A partly parametric additive risk model. Biometrika 81 (1994) 501] propose a restriction of Aalen's additive risk model by the additional hypothesis that some of the covariates have time-independent influence on the intensity of the observed counting process. We introduce goodness-of-fit tests for this semiparametric Aalen model. The asymptotic distribution properties of the test statistics are derived by means of martingale techniques. The tests can be adjusted to detect particular alternatives. As one of the most important alternatives we consider Cox's proportional hazards model. We present simulation studies and an application to a real data set.
引用
收藏
页码:451 / 472
页数:22
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