SOME NEW ESTIMATORS FOR COX REGRESSION

被引:35
作者
SASIENI, P
机构
关键词
CASE-COHORT; CONTIGUITY; COX MODEL; INFLUENCE FUNCTION; PARTIAL LIKELIHOOD; ROBUST ESTIMATORS; SURVIVAL ANALYSIS;
D O I
10.1214/aos/1176349395
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
New estimators for Cox regression are considered. Their asymptotic properties, both on and off the model, are established. Corollaries include conditions under which the maximum partial likelihood estimator defines a parameter in the population and the asymptotics of the case-cohort estimator. Robust estimators that minimize the asymptotic variance subject to a bound on the maximal bias on infinitesimal neighborhoods are discussed. The estimators are illustrated with medical data.
引用
收藏
页码:1721 / 1759
页数:39
相关论文
共 37 条
[1]   CORRECTION [J].
ALEXANDER, KS .
ANNALS OF PROBABILITY, 1987, 15 (01) :428-430
[2]   COX REGRESSION-MODEL FOR COUNTING-PROCESSES - A LARGE SAMPLE STUDY [J].
ANDERSEN, PK ;
GILL, RD .
ANNALS OF STATISTICS, 1982, 10 (04) :1100-1120
[3]  
BARNDORFFNIELSE.O, 1978, INFORMATION EXPONENT
[4]  
BEDNARSKI T, 1991, ROBUST ESTIMATION CO
[5]  
Bednarski T., 1989, STAT DECISIONS, V7, P215, DOI DOI 10.1524/strm.1989.7.3.215
[6]   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
[7]  
Bickel P. J., 1993, EFFICIENT ADAPTIVE E
[8]   ROBUST REGRESSION BASED ON INFINITESIMAL NEIGHBORHOODS [J].
BICKEL, PJ .
ANNALS OF STATISTICS, 1984, 12 (04) :1349-1368
[9]  
BICKEL PJ, 1981, LECT NOTES MATH, V876, P2
[10]   LARGE SAMPLE STUDY OF LIFE TABLE AND PRODUCT LIMIT ESTIMATES UNDER RANDOM CENSORSHIP [J].
BRESLOW, N ;
CROWLEY, J .
ANNALS OF STATISTICS, 1974, 2 (03) :437-453