KMS Of Academy of mathematics and systems sciences, CAS
Joint analysis of recurrent event data with a dependent terminal event | |
Ye, Peng1; Dai, Jiajia2; Zhu, Jun3 | |
2017-12-01 | |
Source Publication | JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY
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ISSN | 1009-6124 |
Volume | 30Issue:6Pages:1443-1458 |
Abstract | Recurrent 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. |
Keyword | Additive hazards model estimating equation frailty recurrent events terminal event |
DOI | 10.1007/s11424-017-6097-5 |
Language | 英语 |
Funding Project | National 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 Area | Mathematics |
WOS Subject | Mathematics, Interdisciplinary Applications |
WOS ID | WOS:000417719900013 |
Publisher | SPRINGER HEIDELBERG |
Citation statistics | |
Document Type | 期刊论文 |
Identifier | http://ir.amss.ac.cn/handle/2S8OKBNM/27026 |
Collection | 中国科学院数学与系统科学研究院 |
Corresponding Author | Ye, Peng |
Affiliation | 1.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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