KMS Of Academy of mathematics and systems sciences, CAS
| Joint analysis of recurrent event data with additive-multiplicative hazards model for the terminal event time | |
Han, Miao1; Sun, Liuquan2,3 ; Liu, Yutao4; Zhu, Jun2
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| 2018-07-01 | |
| Source Publication | METRIKA
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| ISSN | 0026-1335 |
| Volume | 81Issue:5Pages:523-547 |
| Abstract | Recurrent event data are often collected in longitudinal follow-up studies. In this article, we propose a semiparametric method to model the recurrent and terminal events jointly. We present an additive-multiplicative hazards model for the terminal event and a proportional intensity model for the recurrent events, and a shared frailty is used to model the dependence between the recurrent and terminal events. We adopt estimating equation approaches for inference, and the asymptotic properties of the resulting estimators are established. The finite sample behavior of the proposed estimators is evaluated through simulation studies. An application to a medical cost study of chronic heart failure patients from the University of Virginia Health System is illustrated. |
| Keyword | Additive-multiplicative hazard model Estimating equation Frailty Recurrent events Terminal event |
| DOI | 10.1007/s00184-018-0654-3 |
| Language | 英语 |
| Funding Project | National Natural Science Foundation of China[11601307] ; National Natural Science Foundation of China[11771431] ; National Natural Science Foundation of China[11690015] ; Key Laboratory of RCSDS, CAS[2008DP173182] |
| WOS Research Area | Mathematics |
| WOS Subject | Statistics & Probability |
| WOS ID | WOS:000435383700003 |
| Publisher | SPRINGER HEIDELBERG |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://ir.amss.ac.cn/handle/2S8OKBNM/30500 |
| Collection | 应用数学研究所 |
| Corresponding Author | Sun, Liuquan |
| Affiliation | 1.Shanghai Univ Finance & Econ, Sch Stat & Management, Shanghai 200433, Peoples R China 2.Chinese Acad Sci, Acad Math & Syst Sci, Inst Appl Math, Beijing 100190, Peoples R China 3.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 4.Cent Univ Finance & Econ, Sch Math & Stat, Beijing 100081, Peoples R China |
| Recommended Citation GB/T 7714 | Han, Miao,Sun, Liuquan,Liu, Yutao,et al. Joint analysis of recurrent event data with additive-multiplicative hazards model for the terminal event time[J]. METRIKA,2018,81(5):523-547. |
| APA | Han, Miao,Sun, Liuquan,Liu, Yutao,&Zhu, Jun.(2018).Joint analysis of recurrent event data with additive-multiplicative hazards model for the terminal event time.METRIKA,81(5),523-547. |
| MLA | Han, Miao,et al."Joint analysis of recurrent event data with additive-multiplicative hazards model for the terminal event time".METRIKA 81.5(2018):523-547. |
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