SEMIPARAMETRIC ESTIMATION OF AN ACCELERATED FAILURE TIME MODEL WITH TIME-DEPENDENT COVARIATES

被引:31
作者
ROBINS, J
TSIATIS, AA
机构
关键词
ACCELERATED FAILURE TIME MODEL; SEMIPARAMETRIC EFFICIENCY; SURVIVAL ANALYSIS; TIME DEPENDENT COVARIATES;
D O I
10.2307/2336842
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
A class of semiparametric accelerated failure time models is introduced that are useful for modelling the relationship of survival distributions to time dependent covariates. A class of semiparametric rank estimators is derived for the parameters in this model when the survival data are right censored. These estimates are shown to be consistent, and asymptotically normal with variances that can be consistently estimated. It is also shown that estimators within this class achieve the semiparametric efficiency bound.
引用
收藏
页码:311 / 319
页数:9
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