CSpace  > 应用数学研究所
Joint modeling of longitudinal data with a dependent terminal event
He, Sui1; Du, Ting2; Sun, Liuquan2
2016
Source PublicationCOMMUNICATIONS IN STATISTICS-THEORY AND METHODS
ISSN0361-0926
Volume45Issue:3Pages:813-835
AbstractLongitudinal data often arise in longitudinal follow-up studies, and there may exist a dependent terminal event such as death that stops the follow-up. In this article, we propose a new joint modeling for the analysis of longitudinal data with informative observation times via a dependent terminal event and two latent variables. Estimating equations are developed for parameter estimation, and asymptotic properties of the resulting estimators are established. In addition, a generalization of the joint model with time-varying coefficients for the longitudinal response variable is considered, and goodness-of-fit methods for assessing the adequacy of the model are also provided. The proposed method works well in our simulation studies, and is applied to a data set from a bladder cancer study.
KeywordEstimating equations Informative observation times Joint modeling Latent variables Terminal event Time-varying coefficient
DOI10.1080/03610926.2013.851237
Language英语
Funding ProjectInternational Cooperation Projects of the Chinese Ministry of Science and Technology[2010DFA31790] ; National Natural Science Foundation of China[11231010] ; National Natural Science Foundation of China[11171330] ; National Natural Science Foundation of China[11021161] ; Key Laboratory of RCSDS, CAS[2008DP173182]
WOS Research AreaMathematics
WOS SubjectStatistics & Probability
WOS IDWOS:000368695100019
PublisherTAYLOR & FRANCIS INC
Citation statistics
Document Type期刊论文
Identifierhttp://ir.amss.ac.cn/handle/2S8OKBNM/21784
Collection应用数学研究所
Affiliation1.Huazhong Normal Univ, Sch Math & Stat, Wuhan, Peoples R China
2.Chinese Acad Sci, Inst Appl Math, Acad Math & Syst Sci, Beijing 100190, Peoples R China
Recommended Citation
GB/T 7714
He, Sui,Du, Ting,Sun, Liuquan. Joint modeling of longitudinal data with a dependent terminal event[J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS,2016,45(3):813-835.
APA He, Sui,Du, Ting,&Sun, Liuquan.(2016).Joint modeling of longitudinal data with a dependent terminal event.COMMUNICATIONS IN STATISTICS-THEORY AND METHODS,45(3),813-835.
MLA He, Sui,et al."Joint modeling of longitudinal data with a dependent terminal event".COMMUNICATIONS IN STATISTICS-THEORY AND METHODS 45.3(2016):813-835.
Files in This Item:
There are no files associated with this item.
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[He, Sui]'s Articles
[Du, Ting]'s Articles
[Sun, Liuquan]'s Articles
Baidu academic
Similar articles in Baidu academic
[He, Sui]'s Articles
[Du, Ting]'s Articles
[Sun, Liuquan]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[He, Sui]'s Articles
[Du, Ting]'s Articles
[Sun, Liuquan]'s Articles
Terms of Use
No data!
Social Bookmark/Share
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.