Joint modeling of generalized scale-change models for recurrent event and failure time data

doi:10.1007/s10985-022-09573-5

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	Joint modeling of generalized scale-change models for recurrent event and failure time data
	Wang, Xiaoyu; Sun, Liuquan
	2022-09-06
发表期刊	LIFETIME DATA ANALYSIS
ISSN	1380-7870
页码	33
摘要	Recurrent event and failure time data arise frequently in many clinical and observational studies. In this article, we propose a joint modeling of generalized scale-change models for the recurrent event process and the failure time, and allow the two processes to be correlated through a shared frailty. The proposed joint model is flexible in that it requires neither the Poisson assumption for the recurrent event process nor a parametric assumption on the frailty distribution. Estimating equation approaches are developed for parameter estimation, and the asymptotic properties of the resulting estimators are established. Simulation studies are conducted to evaluate the finite sample performances of the proposed method. An application to a medical cost study of chronic heart failure patients is provided.
关键词	Failure time Frailty Generalized scale-change models Informative censoring Joint modeling Recurrent events
DOI	10.1007/s10985-022-09573-5
收录类别	SCI
语种	英语
资助项目	National Natural Science Foundation of China[12171463]
WOS研究方向	Mathematics
WOS类目	Mathematics, Interdisciplinary Applications ; Statistics & Probability
WOS记录号	WOS:000850416300002
出版者	SPRINGER
引用统计
文献类型	期刊论文
条目标识符	http://ir.amss.ac.cn/handle/2S8OKBNM/61041
专题	博士后应用数学研究所
通讯作者	Sun, Liuquan
作者单位	Chinese Acad Sci, Acad Math & Syst Sci, Inst Appl Math, Beijing 100190, Peoples R China
推荐引用方式 GB/T 7714	Wang, Xiaoyu,Sun, Liuquan. Joint modeling of generalized scale-change models for recurrent event and failure time data[J]. LIFETIME DATA ANALYSIS,2022:33.
APA	Wang, Xiaoyu,&Sun, Liuquan.(2022).Joint modeling of generalized scale-change models for recurrent event and failure time data.LIFETIME DATA ANALYSIS,33.
MLA	Wang, Xiaoyu,et al."Joint modeling of generalized scale-change models for recurrent event and failure time data".LIFETIME DATA ANALYSIS (2022):33.