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 | |
刊名 | METRIKA |
2018-07-01 | |
卷号 | 81期号:5页码:523-547 |
关键词 | Additive-multiplicative hazard model Estimating equation Frailty Recurrent events Terminal event |
ISSN号 | 0026-1335 |
DOI | 10.1007/s00184-018-0654-3 |
英文摘要 | 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. |
资助项目 | 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研究方向 | Mathematics |
语种 | 英语 |
出版者 | SPRINGER HEIDELBERG |
WOS记录号 | WOS:000435383700003 |
内容类型 | 期刊论文 |
源URL | [http://ir.amss.ac.cn/handle/2S8OKBNM/30499] |
专题 | 应用数学研究所 |
通讯作者 | Sun, Liuquan |
作者单位 | 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 |
推荐引用方式 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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