AN ADDITIVE-MULTIPLICATIVE MEAN MODEL FOR MARKER DATA CONTINGENT ON RECURRENT EVENT WITH AN INFORMATIVE TERMINAL EVENT

doi:10.5705/ss.202014.0030

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	AN ADDITIVE-MULTIPLICATIVE MEAN MODEL FOR MARKER DATA CONTINGENT ON RECURRENT EVENT WITH AN INFORMATIVE TERMINAL EVENT
	Han, Miao 1; Song, Xinyuan 2; Sun, Liuquan3 ; Liu, Lei 4
	2016-07-01
发表期刊	STATISTICA SINICA
ISSN	1017-0405
卷号	26 期号:3 页码:1197-1218
摘要	In many medical studies some markers, such as the medical costs incurred during each hospitalisation, are only measured when an event, such as a hospitalisation, occurs. In addition, there may exist an informative terminal event that stops the follow-up. In this article, we propose an additive-multiplicative mean model for marker data contingent on recurrent event with an informative terminal event via latent variables. Estimation procedures are developed for parameter estimation, and asymptotic properties of the proposed estimators are derived. In addition, some numerical procedures are provided for model checking. The finite sample properties of the proposed estimators are examined 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	Estimating equations joint modeling latent variables marker data recurrent event terminal event
DOI	10.5705/ss.202014.0030
语种	英语
资助项目	National Natural Science Foundation of China[11231010] ; National Natural Science Foundation of China[11171330] ; National Natural Science Foundation of China[11471277] ; Key Laboratory of RCSDS, CAS[2008DP173182] ; BCMIIS ; IRTSHUFE ; Research Grant Council of the Hong Kong Special Administration Region[GRF14601115] ; AHRQ[R01 HS 020263]
WOS研究方向	Mathematics
WOS类目	Statistics & Probability
WOS记录号	WOS:000381591300015
出版者	STATISTICA SINICA
引用统计
文献类型	期刊论文
条目标识符	http://ir.amss.ac.cn/handle/2S8OKBNM/23516
专题	应用数学研究所
通讯作者	Han, Miao
作者单位	1.Shanghai Univ Finance & Econ, Sch Stat & Management, Shanghai 200433, Peoples R China 2.Chinese Univ Hong Kong, Dept Stat, Hong Kong, Hong Kong, Peoples R China 3.Chinese Acad Sci, Acad Math & Syst Sci, Inst Appl Math, Beijing 100190, Peoples R China 4.Northwestern Univ, Dept Prevent Med, Chicago, IL 60611 USA
推荐引用方式 GB/T 7714	Han, Miao,Song, Xinyuan,Sun, Liuquan,et al. AN ADDITIVE-MULTIPLICATIVE MEAN MODEL FOR MARKER DATA CONTINGENT ON RECURRENT EVENT WITH AN INFORMATIVE TERMINAL EVENT[J]. STATISTICA SINICA,2016,26(3):1197-1218.
APA	Han, Miao,Song, Xinyuan,Sun, Liuquan,&Liu, Lei.(2016).AN ADDITIVE-MULTIPLICATIVE MEAN MODEL FOR MARKER DATA CONTINGENT ON RECURRENT EVENT WITH AN INFORMATIVE TERMINAL EVENT.STATISTICA SINICA,26(3),1197-1218.
MLA	Han, Miao,et al."AN ADDITIVE-MULTIPLICATIVE MEAN MODEL FOR MARKER DATA CONTINGENT ON RECURRENT EVENT WITH AN INFORMATIVE TERMINAL EVENT".STATISTICA SINICA 26.3(2016):1197-1218.