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

文献类型：期刊论文

作者Du, Ting1; Ding, Jieli2; Sun, Liuquan1
刊名COMMUNICATIONS IN STATISTICS-THEORY AND METHODS
出版日期2016
卷号45期号:22页码:6521-6539
关键词Estimating equations Informative observation times Joint modeling Latent variables Longitudinal data Terminal event
ISSN号0361-0926
DOI10.1080/03610926.2014.960589
英文摘要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.
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
语种英语
WOS记录号WOS:000383559000003
出版者TAYLOR & FRANCIS INC
源URL[http://ir.amss.ac.cn/handle/2S8OKBNM/23885]  
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.

入库方式： OAI收割

来源：数学与系统科学研究院

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