Joint analysis of recurrent event data with additive-multiplicative hazards model for the terminal event time

doi:10.1007/s00184-018-0654-3

CSpace > 应用数学研究所

	Joint analysis of recurrent event data with additive-multiplicative hazards model for the terminal event time
	Han, Miao 1; Sun, Liuquan2,3 ; Liu, Yutao 4; Zhu, Jun 2
	2018-07-01
发表期刊	METRIKA
ISSN	0026-1335
卷号	81 期号:5 页码:523-547
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.
关键词	Additive-multiplicative hazard model Estimating equation Frailty Recurrent events Terminal event
DOI	10.1007/s00184-018-0654-3
语种	英语
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
WOS类目	Statistics & Probability
WOS记录号	WOS:000435383700003
出版者	SPRINGER HEIDELBERG
引用统计
文献类型	期刊论文
条目标识符	http://ir.amss.ac.cn/handle/2S8OKBNM/30500
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.