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Joint analysis of recurrent event data with a dependent terminal event
Ye, Peng1; Dai, Jiajia2; Zhu, Jun3
2017-12-01
Source PublicationJOURNAL OF SYSTEMS SCIENCE & COMPLEXITY
ISSN1009-6124
Volume30Issue:6Pages:1443-1458
AbstractRecurrent event data frequently occur in many longitudinal studies, and the observation on recurrent events could be stopped by a terminal event such as death. This paper considers joint modeling and analysis of recurrent event and terminal event data through a common subject-specific frailty, in which the proportional intensity model is used for modeling the recurrent event process and the additive hazards model is used for modeling the terminal event time. Estimating equation approaches are developed for parameter estimation and asymptotic properties of the resulting estimators are established. In addition, some procedures are presented for model checking. The finite sample behavior of the proposed estimators is evaluated through simulation studies, and an application to a heart failure study is provided.
KeywordAdditive hazards model estimating equation frailty recurrent events terminal event
DOI10.1007/s11424-017-6097-5
Language英语
Funding ProjectNational Natural Science Foundation of China[11601080] ; National Natural Science Foundation of China[11361015] ; "the Fundamental Research Funds for the Central Universities" in UIBE[15QD16]
WOS Research AreaMathematics
WOS SubjectMathematics, Interdisciplinary Applications
WOS IDWOS:000417719900013
PublisherSPRINGER HEIDELBERG
Citation statistics
Document Type期刊论文
Identifierhttp://ir.amss.ac.cn/handle/2S8OKBNM/27026
Collection中国科学院数学与系统科学研究院
Corresponding AuthorYe, Peng
Affiliation1.Univ Int Business & Econ, Sch Stat, Beijing 100029, Peoples R China
2.Guizhou Univ, Sch Math & Stat, Guiyang 550025, Guizhou, Peoples R China
3.Chinese Acad Sci, Acad Math & Syst Sci, Inst Appl Math, Beijing 100080, Peoples R China
Recommended Citation
GB/T 7714
Ye, Peng,Dai, Jiajia,Zhu, Jun. Joint analysis of recurrent event data with a dependent terminal event[J]. JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY,2017,30(6):1443-1458.
APA Ye, Peng,Dai, Jiajia,&Zhu, Jun.(2017).Joint analysis of recurrent event data with a dependent terminal event.JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY,30(6),1443-1458.
MLA Ye, Peng,et al."Joint analysis of recurrent event data with a dependent terminal event".JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY 30.6(2017):1443-1458.
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