A linear transformation model for multivariate interval-censored failure time data

被引:16
作者
Chen, Man-Hua [1 ]
Tong, Xingwei [2 ]
Zhu, Liang [3 ]
机构
[1] Tamkang Univ, Dept Stat, New Taipei City 25137, Taiwan
[2] Beijing Normal Univ, Sch Math Sci, Beijing 100875, Peoples R China
[3] St Jude Childrens Res Hosp, Dept Biostat, Memphis, TN 38105 USA
来源
CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE | 2013年 / 41卷 / 02期
关键词
Interval-censoring; linear transformation model; multivariate failure time data; PROPORTIONAL HAZARDS MODEL; SURVIVAL-DATA; REGRESSION-ANALYSIS; DISTRIBUTIONS;
D O I
10.1002/cjs.11177
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
This paper discusses multivariate interval-censored failure time data observed when several correlated survival times of interest exist and only interval censoring is available for each survival time. Such data occur in many fields, for instance, studies of the development of physical symptoms or diseases in several organ systems. A marginal inference approach was used to create a linear transformation model and applied to bivariate interval-censored data arising from a diabetic retinopathy study and an AIDS study. The results of simulation studies that were conducted to evaluate the performance of the presented approach suggest that it performs well. The Canadian Journal of Statistics 41: 275290; 2013 (c) 2013 Statistical Society of Canada.
引用
收藏
页码:275 / 290
页数:16
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