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
Source Publication	LIFETIME DATA ANALYSIS
ISSN	1380-7870
Pages	33
Abstract	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.
Keyword	Failure time Frailty Generalized scale-change models Informative censoring Joint modeling Recurrent events
DOI	10.1007/s10985-022-09573-5
Indexed By	SCI
Language	英语
Funding Project	National Natural Science Foundation of China[12171463]
WOS Research Area	Mathematics
WOS Subject	Mathematics, Interdisciplinary Applications ; Statistics & Probability
WOS ID	WOS:000850416300002
Publisher	SPRINGER
Citation statistics
Document Type	期刊论文
Identifier	http://ir.amss.ac.cn/handle/2S8OKBNM/61041
Collection	博士后应用数学研究所
Corresponding Author	Sun, Liuquan
Affiliation	Chinese Acad Sci, Acad Math & Syst Sci, Inst Appl Math, Beijing 100190, Peoples R China
Recommended Citation 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.

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