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Joint modeling and estimation for longitudinal data with informative observation and terminal event times
Du, Ting1; Ding, Jieli2; Sun, Liuquan1
2016
Source PublicationCOMMUNICATIONS IN STATISTICS-THEORY AND METHODS
ISSN0361-0926
Volume45Issue:22Pages:6521-6539
AbstractIn 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.
KeywordEstimating equations Informative observation times Joint modeling Latent variables Longitudinal data Terminal event
DOI10.1080/03610926.2014.960589
Language英语
Funding ProjectNational 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 Research AreaMathematics
WOS SubjectStatistics & Probability
WOS IDWOS:000383559000003
PublisherTAYLOR & FRANCIS INC
Citation statistics
Document Type期刊论文
Identifierhttp://ir.amss.ac.cn/handle/2S8OKBNM/23886
Collection应用数学研究所
Affiliation1.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
Recommended Citation
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.
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