Empirical likelihood for a class of functionals of survival distribution with censored data

被引:56
作者
Wang, QH
Jing, BY
机构
[1] Chinese Acad Sci, Acad Math & Syst Sci, Inst Appl Math, Beijing 10080, Peoples R China
[2] Hong Kong Univ Sci & Technol, Dept Math, Kowloon, Hong Kong, Peoples R China
关键词
emprical likelihood; censoring; Kaplan-Meier estimate; survival probability; mean lifetime; Studentized-t;
D O I
10.1023/A:1014617112870
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
The empirical likelihood was introduced by Owen, although its idea originated from survival analysis in the context of estimating the survival probabilities given by Thomas and Grunkemeier. In this paper, we investigate how to apply the empirical likelihood method to a class of functionals of survival function in the presence of censoring. We define an adjusted empirical likelihood and show that it follows a chi-square distribution. Some simulation studies are presented to compare the empirical likelihood method with the Studentized-t method. These results indicate that the empirical likelihood method works better than or equally to the Studentized-t method, depending on the situations.
引用
收藏
页码:517 / 527
页数:11
相关论文
共 14 条
[1]   EMPIRICAL LIKELIHOOD CONFIDENCE-INTERVALS FOR LINEAR-REGRESSION COEFFICIENTS [J].
CHEN, SX .
JOURNAL OF MULTIVARIATE ANALYSIS, 1994, 49 (01) :24-40
[2]   ON THE ACCURACY OF EMPIRICAL LIKELIHOOD CONFIDENCE-REGIONS FOR LINEAR-REGRESSION MODEL [J].
CHEN, SX .
ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS, 1993, 45 (04) :621-637
[3]   EMPIRICAL LIKELIHOOD IS BARTLETT-CORRECTABLE [J].
DICICCIO, T ;
HALL, P ;
ROMANO, J .
ANNALS OF STATISTICS, 1991, 19 (02) :1053-1061
[4]   METHODOLOGY AND ALGORITHMS OF EMPIRICAL LIKELIHOOD [J].
HALL, P ;
LASCALA, B .
INTERNATIONAL STATISTICAL REVIEW, 1990, 58 (02) :109-127
[5]  
LI G, 1995, STAT PROBABIL LETT, V90, P952
[7]   EMPIRICAL LIKELIHOOD RATIO CONFIDENCE-REGIONS [J].
OWEN, A .
ANNALS OF STATISTICS, 1990, 18 (01) :90-120
[8]  
OWEN AB, 1988, BIOMETRIKA, V75, P237, DOI 10.1093/biomet/75.2.237
[9]   EMPIRICAL LIKELIHOOD AND GENERAL ESTIMATING EQUATIONS [J].
QIN, J ;
LAWLESS, J .
ANNALS OF STATISTICS, 1994, 22 (01) :300-325
[10]  
Stute W, 1996, ANN STAT, V24, P2679