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

doi:10.5705/ss.202014.0030

CORC > 上海财经大学 > 上海财经大学

	AN ADDITIVE-MULTIPLICATIVE MEAN MODEL FOR MARKER DATA CONTINGENT ON RECURRENT EVENT WITH AN INFORMATIVE TERMINAL EVENT
	Han, Miao 1; Song, Xinyuan 2; Sun, Liuquan 3; Liu, Lei 4
刊名	STATISTICA SINICA
	2016-07
卷号	26 期号:3 页码:1197-1218
关键词	Estimating equations joint modeling latent variables marker data recurrent event terminal event
ISSN号	1017-0405
DOI	10.5705/ss.202014.0030
英文摘要	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.
WOS研究方向	Mathematics
语种	英语
出版者	STATISTICA SINICA
WOS记录号	WOS:000381591300015
内容类型	期刊论文
源URL	[http://10.2.47.112/handle/2XS4QKH4/1252]
专题	上海财经大学
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.