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Joint modeling of longitudinal data with a dependent terminal event

文献类型：期刊论文

作者He, Sui1; Du, Ting2; Sun, Liuquan2
刊名COMMUNICATIONS IN STATISTICS-THEORY AND METHODS
出版日期2016
卷号45期号:3页码:813-835
关键词Estimating equations Informative observation times Joint modeling Latent variables Terminal event Time-varying coefficient
ISSN号0361-0926
DOI10.1080/03610926.2013.851237
英文摘要Longitudinal data often arise in longitudinal follow-up studies, and there may exist a dependent terminal event such as death that stops the follow-up. In this article, we propose a new joint modeling for the analysis of longitudinal data with informative observation times via a dependent terminal event and two latent variables. Estimating equations are developed for parameter estimation, and asymptotic properties of the resulting estimators are established. In addition, a generalization of the joint model with time-varying coefficients for the longitudinal response variable is considered, and goodness-of-fit methods for assessing the adequacy of the model are also provided. The proposed method works well in our simulation studies, and is applied to a data set from a bladder cancer study.
资助项目International Cooperation Projects of the Chinese Ministry of Science and Technology[2010DFA31790] ; National Natural Science Foundation of China[11231010] ; National Natural Science Foundation of China[11171330] ; National Natural Science Foundation of China[11021161] ; Key Laboratory of RCSDS, CAS[2008DP173182]
WOS研究方向Mathematics
语种英语
WOS记录号WOS:000368695100019
出版者TAYLOR & FRANCIS INC
源URL[http://ir.amss.ac.cn/handle/2S8OKBNM/21783]  
专题应用数学研究所
通讯作者Sun, Liuquan
作者单位1.Huazhong Normal Univ, Sch Math & Stat, Wuhan, Peoples R China
2.Chinese Acad Sci, Inst Appl Math, Acad Math & Syst Sci, Beijing 100190, Peoples R China
推荐引用方式
GB/T 7714		 He, Sui,Du, Ting,Sun, Liuquan. Joint modeling of longitudinal data with a dependent terminal event[J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS,2016,45(3):813-835.
APA He, Sui,Du, Ting,&Sun, Liuquan.(2016).Joint modeling of longitudinal data with a dependent terminal event.COMMUNICATIONS IN STATISTICS-THEORY AND METHODS,45(3),813-835.
MLA He, Sui,et al."Joint modeling of longitudinal data with a dependent terminal event".COMMUNICATIONS IN STATISTICS-THEORY AND METHODS 45.3(2016):813-835.

入库方式： OAI收割

来源：数学与系统科学研究院

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