Goodness-of-fit tests for semi-Markov and Markov survival models with one intermediate state

被引:7
作者
Chang, IS
Chuang, YC
Hsiung, CA
机构
[1] Natl Hlth Res Inst, Div Biostat, Taipei 115, Taiwan
[2] Natl Cent Univ, Chungli, Taiwan
关键词
counting processes; goodness-of-fit tests; Markov models; martingale residuals; semi-Markov models;
D O I
10.1111/1467-9469.00251
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
Survival data with one intermediate state are described by semi-Markov and Markov models for counting processes whose intensities are defined in terms of two stopping times T(1) < T(2). Problems of goodness-of-fit for these models are studied. The test statistics are proposed by comparing Nelson-Aalen estimators for data stratified according to T1. Asymptotic distributions of these statistics are established in terms of the weak convergence of some random fields. Asymptotic consistency of these test statistics is also established. Simulation studies are included to indicate their numerical performance.
引用
收藏
页码:505 / 525
页数:21
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