A semiparametric model for truncated and censored data

被引:9
作者
Sun, LQ [1 ]
Zhu, LX [1 ]
机构
[1] Acad Sinica, Inst Appl Math, Beijing 100080, Peoples R China
关键词
truncated and censored data; product-limit estimator; maximum-likelihood estimation; functional central limit theorem; uniform consistency;
D O I
10.1016/S0167-7152(99)00207-2
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
In this paper we propose and study a semiparametric estimator of the survival function based on left truncated and right censored data. Uniform consistency and a functional central limit result for this estimator are established. In addition, this estimator is shown to be superior to the product-limit estimator in terms of asymptotic variance. (C) 2000 Elsevier Science B.V. All rights reserved
引用
收藏
页码:217 / 227
页数:11
相关论文
共 22 条
[1]  
ABDUSHUKUROV AA, 1987, 3448V VINITI AK NAUK
[2]   THE LAW OF THE ITERATED LOGARITHM FOR EMPIRICAL PROCESSES ON VAPNIK-CERVONENKIS CLASSES [J].
ALEXANDER, KS ;
TALAGRAND, M .
JOURNAL OF MULTIVARIATE ANALYSIS, 1989, 30 (01) :155-166
[3]  
[Anonymous], 1992, METRIKA
[4]   ON THE LAW OF THE ITERATED LOGARITHM FOR CANONICAL U-STATISTICS AND PROCESSES [J].
ARCONES, MA ;
GINE, E .
STOCHASTIC PROCESSES AND THEIR APPLICATIONS, 1995, 58 (02) :217-245
[5]   LONG-RUN PROPORTIONAL HAZARDS MODELS OF RANDOM CENSORSHIP [J].
BEIRLANT, J ;
CARBONEZ, A ;
VANDERMEULEN, E .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 1992, 32 (01) :25-44
[6]  
Billingsley P, 1968, CONVERGE PROBAB MEAS
[7]   MAXIMUM-LIKELIHOOD-ESTIMATION OF A SURVIVAL FUNCTION UNDER THE KOZIOL-GREEN PROPORTIONAL HAZARDS MODEL [J].
CHENG, PE ;
LIN, GD .
STATISTICS & PROBABILITY LETTERS, 1987, 5 (01) :75-80
[8]  
COX DR, 1989, ANAL BINARY DATE
[9]  
CSAKI E, 1975, C MATH SOC JAN BOL L, V11, P45
[10]   On semiparametric random censorship models [J].
Dikta, G .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 1998, 66 (02) :253-279