KMS Of Academy of mathematics and systems sciences, CAS
| Time-varying latent model for longitudinal data with informative observation and terminal event times | |
Pei YanBo1; Du Ting2; Sun LiuQuan2
| |
| 2016-12-01 | |
| Source Publication | SCIENCE CHINA-MATHEMATICS
 |
| ISSN | 1674-7283 |
| Volume | 59Issue:12Pages:2393-2410 |
| Abstract | Longitudinal data often occur in follow-up studies, and in many situations, there may exist informative observation times and a dependent terminal event such as death that stops the follow-up. We propose a semiparametric mixed effect model with time-varying latent effects in the analysis of longitudinal data with informative observation times and a dependent terminal event. Estimating equation approaches are developed for parameter estimation, and asymptotic properties of the resulting estimators are established. The finite sample behavior of the proposed estimators is evaluated through simulation studies, and an application to a bladder cancer study is provided. |
| Keyword | estimating equations informative observation times joint modeling longitudinal data terminal event time-varying effect |
| DOI | 10.1007/s11425-016-0112-6 |
| 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[11201315] ; Key Laboratory of Random Complex Structures and Data Science, Chinese Academy of Sciences[2008DP173182] ; Beijing Center for Mathematics and Information Interdisciplinary Sciences |
| WOS Research Area | Mathematics |
| WOS Subject | Mathematics, Applied ; Mathematics |
| WOS ID | WOS:000389916800007 |
| Publisher | SCIENCE PRESS |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://ir.amss.ac.cn/handle/2S8OKBNM/24342 |
| Collection | 应用数学研究所 |
| Corresponding Author | Sun LiuQuan |
| Affiliation | 1.Capital Univ Econ & Business, Sch Stat, Beijing 100070, Peoples R China 2.Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China |
| Recommended Citation GB/T 7714 | Pei YanBo,Du Ting,Sun LiuQuan. Time-varying latent model for longitudinal data with informative observation and terminal event times[J]. SCIENCE CHINA-MATHEMATICS,2016,59(12):2393-2410. |
| APA | Pei YanBo,Du Ting,&Sun LiuQuan.(2016).Time-varying latent model for longitudinal data with informative observation and terminal event times.SCIENCE CHINA-MATHEMATICS,59(12),2393-2410. |
| MLA | Pei YanBo,et al."Time-varying latent model for longitudinal data with informative observation and terminal event times".SCIENCE CHINA-MATHEMATICS 59.12(2016):2393-2410. |
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