A note on inconsistency of NPMLE of the distribution function from left truncated and case I interval censored data

被引:15
作者
Pan, W [1 ]
Chappell, R
机构
[1] Univ Minnesota, Div Biostat, Minneapolis, MN 55455 USA
[2] Univ Wisconsin, Dept Stat, Madison, WI 53706 USA
[3] Univ Wisconsin, Dept Biostat, Madison, WI 53706 USA
关键词
cumulative hazard function; EM algorithm; survival analysis; vague convergence;
D O I
10.1023/A:1009632400580
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
We show that under reasonable conditions the nonparametric maximum likelihood estimate (NPMLE) of the distribution function from left-truncated and case 1 interval-censored data is inconsistent, in contrast to the consistency properties of the NPMLE from only left-truncated data or only interval-censored data. However, the conditional NPMLE is shown to be consistent. Numerical examples are provided to illustrate their finite sample properties.
引用
收藏
页码:281 / 291
页数:11
相关论文
共 14 条
[1]  
Bacchetti P, 1995, Lifetime Data Anal, V1, P35, DOI 10.1007/BF00985256
[2]   SAMPLING DESIGN OF MULTIWAVE STUDIES WITH AN APPLICATION TO THE MASSACHUSETTS HEALTH-CARE PANEL STUDY [J].
CHAPPELL, R .
STATISTICS IN MEDICINE, 1991, 10 (12) :1945-1958
[3]  
Deckerf T., 1987, SCAND ACTUAR J, V1, P19
[4]   MAXIMUM LIKELIHOOD FROM INCOMPLETE DATA VIA EM ALGORITHM [J].
DEMPSTER, AP ;
LAIRD, NM ;
RUBIN, DB .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-METHODOLOGICAL, 1977, 39 (01) :1-38
[5]  
Durrett R., 1991, PROBABILITY THEORY E
[6]  
FRYDMAN H, 1994, J ROY STAT SOC B MET, V56, P71
[7]  
GROENEBOOM P, 1992, INFORMATION BOUNDS N
[8]  
HUANG J, 1995, EFFICIENT ESTIMATION
[9]   THE WISCONSIN EPIDEMIOLOGICAL-STUDY OF DIABETIC-RETINOPATHY - A REVIEW [J].
KLEIN, R ;
KLEIN, BEK ;
MOSS, SE .
DIABETES-METABOLISM REVIEWS, 1989, 5 (07) :559-570
[10]   Estimating survival curves with left-truncated and interval-censored data under monotone hazards [J].
Pan, W ;
Chappell, R .
BIOMETRICS, 1998, 54 (03) :1053-1060