KMS Of Academy of mathematics and systems sciences, CAS
| Analyzing Longitudinal Data with Informative Observation and Terminal Event Times | |
Miao, Rui; Chen, Xin; Sun, Liu-quan
| |
| 2016-10-01 | |
| Source Publication | ACTA MATHEMATICAE APPLICATAE SINICA-ENGLISH SERIES
 |
| ISSN | 0168-9673 |
| Volume | 32Issue:4Pages:1035-1052 |
| Abstract | Longitudinal data often arise when subjects are followed over a period of time, and in many situations, there may exist informative observation times and a dependent terminal event such as death that stops the follow-up. In this article, we propose joint modeling and analysis of longitudinal data with possibly informative observation times and a dependent terminal event in which a common subject-specific latent variable is used to characterize the correlations. A borrow-strength estimation procedure is developed for parameter estimation, and both large-sample and finite-sample properties of the proposed estimators are established. In addition, some goodness-of-fit methods for assessing the adequacy of the model are provided. An application to a bladder cancer study is illustrated. |
| Keyword | borrow-strength method frailty model informative observation times joint modeling longitudinal data terminal event |
| DOI | 10.1007/s10255-016-0624-3 |
| Language | 英语 |
| Funding Project | National Natural Science Foundation of China[11231010] ; National Natural Science Foundation of China[11171330] ; Key Laboratory of RCSDS, CAS[2008DP173182] |
| WOS Research Area | Mathematics |
| WOS Subject | Mathematics, Applied |
| WOS ID | WOS:000387481600021 |
| Publisher | SPRINGER HEIDELBERG |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://ir.amss.ac.cn/handle/2S8OKBNM/24140 |
| Collection | 应用数学研究所 |
| Corresponding Author | Sun, Liu-quan |
| Affiliation | Chinese Acad Sci, Acad Math & Syst Sci, Inst Appl Math, Beijing 100190, Peoples R China |
| Recommended Citation GB/T 7714 | Miao, Rui,Chen, Xin,Sun, Liu-quan. Analyzing Longitudinal Data with Informative Observation and Terminal Event Times[J]. ACTA MATHEMATICAE APPLICATAE SINICA-ENGLISH SERIES,2016,32(4):1035-1052. |
| APA | Miao, Rui,Chen, Xin,&Sun, Liu-quan.(2016).Analyzing Longitudinal Data with Informative Observation and Terminal Event Times.ACTA MATHEMATICAE APPLICATAE SINICA-ENGLISH SERIES,32(4),1035-1052. |
| MLA | Miao, Rui,et al."Analyzing Longitudinal Data with Informative Observation and Terminal Event Times".ACTA MATHEMATICAE APPLICATAE SINICA-ENGLISH SERIES 32.4(2016):1035-1052. |
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