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

文献类型：期刊论文

作者Han, Miao1; Song, Xinyuan2; Sun, Liuquan3; Liu, Lei4
刊名STATISTICA SINICA
出版日期2016-07-01
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
DOI10.5705/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.
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
语种英语
WOS记录号WOS:000381591300015
出版者STATISTICA SINICA
源URL[http://ir.amss.ac.cn/handle/2S8OKBNM/23515]  
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.

入库方式： OAI收割

来源：数学与系统科学研究院

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