Joint modeling of longitudinal data with a dependent terminal event

doi:10.1080/03610926.2013.851237

CSpace > 应用数学研究所

	Joint modeling of longitudinal data with a dependent terminal event
	He, Sui 1; Du, Ting 2; Sun, Liuquan2
	2016
发表期刊	COMMUNICATIONS IN STATISTICS-THEORY AND METHODS
ISSN	0361-0926
卷号	45 期号:3 页码:813-835
摘要	Longitudinal 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.
关键词	Estimating equations Informative observation times Joint modeling Latent variables Terminal event Time-varying coefficient
DOI	10.1080/03610926.2013.851237
语种	英语
资助项目	International 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研究方向	Mathematics
WOS类目	Statistics & Probability
WOS记录号	WOS:000368695100019
出版者	TAYLOR & FRANCIS INC
引用统计
文献类型	期刊论文
条目标识符	http://ir.amss.ac.cn/handle/2S8OKBNM/21784
专题	应用数学研究所
通讯作者	Sun, Liuquan
作者单位	1.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
推荐引用方式 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.