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AN ADDITIVE-MULTIPLICATIVE MEAN MODEL FOR MARKER DATA CONTINGENT ON RECURRENT EVENT WITH AN INFORMATIVE TERMINAL EVENT
Han, Miao1; Song, Xinyuan2; Sun, Liuquan3; Liu, Lei4
2016-07-01
Source PublicationSTATISTICA SINICA
ISSN1017-0405
Volume26Issue:3Pages:1197-1218
AbstractIn 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.
KeywordEstimating equations joint modeling latent variables marker data recurrent event terminal event
DOI10.5705/ss.202014.0030
Language英语
Funding ProjectNational 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 Research AreaMathematics
WOS SubjectStatistics & Probability
WOS IDWOS:000381591300015
PublisherSTATISTICA SINICA
Citation statistics
Cited Times:2[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.amss.ac.cn/handle/2S8OKBNM/23516
Collection应用数学研究所
Affiliation1.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
Recommended Citation
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.
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