KMS Of Academy of mathematics and systems sciences, CAS
| The Cox-Aalen model for recurrent-event data with a dependent terminal event | |
Qu, Lianqiang1; Sun, Liuquan2
| |
| 2019-05-01 | |
| Source Publication | STATISTICA NEERLANDICA
 |
| ISSN | 0039-0402 |
| Volume | 73Issue:2Pages:234-255 |
| Abstract | Recurrent events with a dependent terminal event arise frequently in a wide variety of fields. In this paper, we propose a new joint model to analyze these data and model the dependence between recurrent and terminal events through shared gamma frailty. Specifically, a Cox-Aalen rate frailty model is specified for the recurrent event, and an additive hazards frailty model is specified for the terminal event. An estimating equation approach is developed for the parameters in the joint model, and the asymptotic properties of the proposed estimators are established. Simulation studies demonstrate that the proposed estimators perform well with finite samples. An application to a medical cost study of chronic heart failure patients is illustrated. |
| Keyword | Cox-Aalen model estimating equation recurrent events share frailty terminal event |
| DOI | 10.1111/stan.12167 |
| Language | 英语 |
| Funding Project | National Natural Science Foundation of China[11771431] ; National Natural Science Foundation of China[11690015] ; Key Laboratory of Random Complex Structures and Data Science, Chinese Academy of Sciences[2008DP173182] ; Fundamental Research Funds for the Central Universities[20205180090] |
| WOS Research Area | Mathematics |
| WOS Subject | Statistics & Probability |
| WOS ID | WOS:000466377800006 |
| Publisher | WILEY |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://ir.amss.ac.cn/handle/2S8OKBNM/34605 |
| Collection | 应用数学研究所 |
| Corresponding Author | Sun, Liuquan |
| Affiliation | 1.Cent China Normal Univ, Sch Math & Stat, Wuhan 430079, Hubei, Peoples R China 2.Chinese Acad Sci, Acad Math & Syst Sci, Inst Appl Math, Beijing 100190, Peoples R China |
| Recommended Citation GB/T 7714 | Qu, Lianqiang,Sun, Liuquan. The Cox-Aalen model for recurrent-event data with a dependent terminal event[J]. STATISTICA NEERLANDICA,2019,73(2):234-255. |
| APA | Qu, Lianqiang,&Sun, Liuquan.(2019).The Cox-Aalen model for recurrent-event data with a dependent terminal event.STATISTICA NEERLANDICA,73(2),234-255. |
| MLA | Qu, Lianqiang,et al."The Cox-Aalen model for recurrent-event data with a dependent terminal event".STATISTICA NEERLANDICA 73.2(2019):234-255. |
| Files in This Item: | There are no files associated with this item. | |||||
Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.
Edit Comment