INFORMATION AND ASYMPTOTIC EFFICIENCY IN SOME GENERALIZED PROPORTIONAL HAZARDS MODELS FOR COUNTING-PROCESSES

被引:11
作者
CHANG, IS [1 ]
HSIUNG, CA [1 ]
机构
[1] ACAD SINICA,INST STAT SCI,TAIPEI 11529,TAIWAN
关键词
ASYMPTOTIC INFORMATION; EFFECTIVE SCORE; MARTINGALE; SEMIPARAMETRIC MODEL;
D O I
10.1214/aos/1176325629
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
Proportional hazards models with stochastic baseline hazards and estimators of the relative risk coefficient in these models were proposed by Prentice, Williams and Peterson and by Chang and Hsiung in medical and industrial contexts. The form of the estimating functions recommended varies according to the form of the unknown stochastic baseline hazards. This paper examines the same estimation problem in the context of large-sample theory. It is shown that the proposed estimators are regular, asymptotically normal and asmptotically efficient. Asymptotic information and representation theorems in the sense of Begun, Hall, Huang and Wellner are also provided for these models.
引用
收藏
页码:1275 / 1298
页数:24
相关论文
共 17 条
[1]   COX REGRESSION-MODEL FOR COUNTING-PROCESSES - A LARGE SAMPLE STUDY [J].
ANDERSEN, PK ;
GILL, RD .
ANNALS OF STATISTICS, 1982, 10 (04) :1100-1120
[2]   INFORMATION AND ASYMPTOTIC EFFICIENCY IN PARAMETRIC NONPARAMETRIC MODELS [J].
BEGUN, JM ;
HALL, WJ ;
HUANG, WM ;
WELLNER, JA .
ANNALS OF STATISTICS, 1983, 11 (02) :432-452
[3]  
Billingsley P, 1968, CONVERGENCE PROBABIL
[4]  
Bremaud P., 1981, POINT PROCESSES QUEU
[5]   AN E-ANCILLARITY PROJECTION PROPERTY OF COXS PARTIAL SCORE FUNCTION [J].
CHANG, IS ;
HSIUNG, CA .
ANNALS OF STATISTICS, 1991, 19 (03) :1651-1660
[6]  
CHANG IS, 1991, ESTIMATING FUNCTIONS, P23
[7]  
CHANG IS, 1991, LARGE SAMPLE STUDY S
[8]   PARTIAL LIKELIHOOD [J].
COX, DR .
BIOMETRIKA, 1975, 62 (02) :269-276
[9]  
COX DR, 1972, J R STAT SOC B, V34, P187
[10]  
Elliott R.J., 1982, STOCHASTIC CALCULUS