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
DOI10.1007/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
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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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