发表状态 | 已发表Published |
题名 | Joint Modelling of Survival and Longitudinal Data with Informative Observation Times |
作者 | |
发表日期 | 2018 |
发表期刊 | Scandinavian Journal of Statistics
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ISSN/eISSN | 0303-6898 |
卷号 | 45期号:3页码:571-589 |
摘要 | In this paper, we consider the joint modelling of survival and longitudinal data with informative observation time points. The survival model and the longitudinal model are linked via random effects, for which no distribution assumption is required under our estimation approach. The estimator is shown to be consistent and asymptotically normal. The proposed estimator and its estimated covariance matrix can be easily calculated. Simulation studies and an application to a primary biliary cirrhosis study are also provided. © 2018 Board of the Foundation of the Scandinavian Journal of Statistics |
关键词 | Cox model informative observation times log-normal distribution longitudinal data multistate models |
DOI | 10.1111/sjos.12314 |
URL | 查看来源 |
收录类别 | SCIE |
语种 | 英语English |
WOS研究方向 | Mathematics |
WOS类目 | Statistics & Probability |
WOS记录号 | WOS:000442500900008 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | https://repository.uic.edu.cn/handle/39GCC9TT/5054 |
专题 | 个人在本单位外知识产出 |
作者单位 | 1.Department of Mathematical Sciences, University of Essex, Afghanistan 2.School of Mathematics, University of Manchester, United Kingdom |
推荐引用方式 GB/T 7714 | Dai, Hongsheng,Pan, Jianxin. Joint Modelling of Survival and Longitudinal Data with Informative Observation Times[J]. Scandinavian Journal of Statistics, 2018, 45(3): 571-589. |
APA | Dai, Hongsheng, & Pan, Jianxin. (2018). Joint Modelling of Survival and Longitudinal Data with Informative Observation Times. Scandinavian Journal of Statistics, 45(3), 571-589. |
MLA | Dai, Hongsheng,et al."Joint Modelling of Survival and Longitudinal Data with Informative Observation Times". Scandinavian Journal of Statistics 45.3(2018): 571-589. |
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