KMS Of Academy of mathematics and systems sciences, CAS
| Joint modeling and estimation for longitudinal data with informative observation and terminal event times | |
Du, Ting1; Ding, Jieli2; Sun, Liuquan1
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| 2016 | |
| Source Publication | COMMUNICATIONS IN STATISTICS-THEORY AND METHODS
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| ISSN | 0361-0926 |
| Volume | 45Issue:22Pages:6521-6539 |
| Abstract | 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. |
| Keyword | Estimating equations Informative observation times Joint modeling Latent variables Longitudinal data Terminal event |
| DOI | 10.1080/03610926.2014.960589 |
| Language | 英语 |
| Funding Project | 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 Research Area | Mathematics |
| WOS Subject | Statistics & Probability |
| WOS ID | WOS:000383559000003 |
| Publisher | TAYLOR & FRANCIS INC |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://ir.amss.ac.cn/handle/2S8OKBNM/23886 |
| Collection | 应用数学研究所 |
| Corresponding Author | Du, Ting |
| Affiliation | 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 |
| 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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