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

doi:10.1007/s11425-016-0112-6

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	Time-varying latent model for longitudinal data with informative observation and terminal event times
	Pei YanBo 1; Du Ting 2; Sun LiuQuan2
	2016-12-01
发表期刊	SCIENCE CHINA-MATHEMATICS
ISSN	1674-7283
卷号	59 期号:12 页码:2393-2410
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.
关键词	estimating equations informative observation times joint modeling longitudinal data terminal event time-varying effect
DOI	10.1007/s11425-016-0112-6
语种	英语
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
WOS类目	Mathematics, Applied ; Mathematics
WOS记录号	WOS:000389916800007
出版者	SCIENCE PRESS
引用统计
文献类型	期刊论文
条目标识符	http://ir.amss.ac.cn/handle/2S8OKBNM/24342
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.