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Time-varying latent model for longitudinal data with informative observation and terminal event times

文献类型：期刊论文

作者Pei YanBo1; Du Ting2; Sun LiuQuan2
刊名SCIENCE CHINA-MATHEMATICS
出版日期2016-12-01
卷号59期号:12页码:2393-2410
关键词estimating equations informative observation times joint modeling longitudinal data terminal event time-varying effect
ISSN号1674-7283
DOI10.1007/s11425-016-0112-6
英文摘要Longitudinal data often occur in follow-up studies, and in many situations, there may exist informative observation times and a dependent terminal event such as death that stops the follow-up. We propose a semiparametric mixed effect model with time-varying latent effects in the analysis of longitudinal data with informative observation times and a dependent terminal event. Estimating equation approaches are developed for parameter estimation, and asymptotic properties of the resulting estimators are established. The finite sample behavior of the proposed estimators is evaluated through simulation studies, and an application to a bladder cancer study is provided.
资助项目National Natural Science Foundation of China[11231010] ; National Natural Science Foundation of China[11171330] ; National Natural Science Foundation of China[11201315] ; Key Laboratory of Random Complex Structures and Data Science, Chinese Academy of Sciences[2008DP173182] ; Beijing Center for Mathematics and Information Interdisciplinary Sciences
WOS研究方向Mathematics
语种英语
WOS记录号WOS:000389916800007
出版者SCIENCE PRESS
源URL[http://ir.amss.ac.cn/handle/2S8OKBNM/24341]  
专题应用数学研究所
通讯作者Sun LiuQuan
作者单位1.Capital Univ Econ & Business, Sch Stat, Beijing 100070, Peoples R China
2.Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China
推荐引用方式
GB/T 7714		 Pei YanBo,Du Ting,Sun LiuQuan. Time-varying latent model for longitudinal data with informative observation and terminal event times[J]. SCIENCE CHINA-MATHEMATICS,2016,59(12):2393-2410.
APA Pei YanBo,Du Ting,&Sun LiuQuan.(2016).Time-varying latent model for longitudinal data with informative observation and terminal event times.SCIENCE CHINA-MATHEMATICS,59(12),2393-2410.
MLA Pei YanBo,et al."Time-varying latent model for longitudinal data with informative observation and terminal event times".SCIENCE CHINA-MATHEMATICS 59.12(2016):2393-2410.

入库方式： OAI收割

来源：数学与系统科学研究院

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