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 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 2018-07-01 Source Publication METRIKA 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 China2.Chinese Acad Sci, Acad Math & Syst Sci, Inst Appl Math, Beijing 100190, Peoples R China3.Univ Chinese Acad Sci, Beijing 100049, Peoples R China4.Cent Univ Finance & Econ, Sch Math & Stat, Beijing 100081, Peoples R China Recommended CitationGB/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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