Joint modeling and estimation for longitudinal data with informative observation and terminal event times

doi:10.1080/03610926.2014.960589

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	Joint modeling and estimation for longitudinal data with informative observation and terminal event times
	Du, Ting 1; Ding, Jieli 2; Sun, Liuquan1
	2016
发表期刊	COMMUNICATIONS IN STATISTICS-THEORY AND METHODS
ISSN	0361-0926
卷号	45 期号:22 页码:6521-6539
摘要	In many longitudinal studies, there may exist informative observation times and a dependent terminal event that stops the follow-up. In this paper, we propose a joint model for analysis of longitudinal data with informative observation times and a dependent terminal event via two latent variables. Estimation procedures are developed for parameter estimation, and asymptotic properties of the proposed estimators are derived. Simulation studies demonstrate that the proposed method performs well for practical settings. An application to a bladder cancer study is illustrated.
关键词	Estimating equations Informative observation times Joint modeling Latent variables Longitudinal data Terminal event
DOI	10.1080/03610926.2014.960589
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[11101314] ; Key Laboratory of RCSDS, CAS[2008DP173182] ; BCMIIS
WOS研究方向	Mathematics
WOS类目	Statistics & Probability
WOS记录号	WOS:000383559000003
出版者	TAYLOR & FRANCIS INC
引用统计
文献类型	期刊论文
条目标识符	http://ir.amss.ac.cn/handle/2S8OKBNM/23886
专题	应用数学研究所
通讯作者	Du, Ting
作者单位	1.Chinese Acad Sci, Acad Math & Syst Sci, Inst Appl Math, Beijing 100190, Peoples R China 2.Wuhan Univ, Sch Math & Stat, Wuhan, Hubei, Peoples R China
推荐引用方式 GB/T 7714	Du, Ting,Ding, Jieli,Sun, Liuquan. Joint modeling and estimation for longitudinal data with informative observation and terminal event times[J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS,2016,45(22):6521-6539.
APA	Du, Ting,Ding, Jieli,&Sun, Liuquan.(2016).Joint modeling and estimation for longitudinal data with informative observation and terminal event times.COMMUNICATIONS IN STATISTICS-THEORY AND METHODS,45(22),6521-6539.
MLA	Du, Ting,et al."Joint modeling and estimation for longitudinal data with informative observation and terminal event times".COMMUNICATIONS IN STATISTICS-THEORY AND METHODS 45.22(2016):6521-6539.