KMS Of Academy of mathematics and systems sciences, CAS
| Joint modeling of longitudinal data with a dependent terminal event | |
He, Sui1; Du, Ting2; Sun, Liuquan2
| |
| 2016 | |
| Source Publication | COMMUNICATIONS IN STATISTICS-THEORY AND METHODS
 |
| ISSN | 0361-0926 |
| Volume | 45Issue:3Pages:813-835 |
| Abstract | 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. |
| Keyword | Estimating equations Informative observation times Joint modeling Latent variables Terminal event Time-varying coefficient |
| DOI | 10.1080/03610926.2013.851237 |
| Language | 英语 |
| Funding Project | 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 Research Area | Mathematics |
| WOS Subject | Statistics & Probability |
| WOS ID | WOS:000368695100019 |
| Publisher | TAYLOR & FRANCIS INC |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://ir.amss.ac.cn/handle/2S8OKBNM/21784 |
| Collection | 应用数学研究所 |
| Corresponding Author | Sun, Liuquan |
| Affiliation | 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 |
| Recommended Citation 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. |
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