Regression analysis of restricted mean survival time based on pseudo-observations for competing risks data

doi:10.1080/03610926.2017.1397174

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	Regression analysis of restricted mean survival time based on pseudo-observations for competing risks data
	Wang, Xin 1; Xue, Xiaoming 2; Sun, Liuquan2
	2018
发表期刊	COMMUNICATIONS IN STATISTICS-THEORY AND METHODS
ISSN	0361-0926
卷号	47 期号:22 页码:5614-5625
摘要	Competing risks data often occur in many medical follow-up studies. When the survival time is the outcome variable, the restricted mean survival time has heuristic and clinically meaningful interpretation. In this article, we propose a class of regression models for the restricted mean survival time in the competing risks setting. We adopt a technique of pseudo-observations to develop estimating equation approaches for the model parameters and establish asymptotic properties of the resulting estimators. The finite-sample behavior of the proposed method is evaluated through simulation studies, and an application to the Women's Interagency HIV Study is provided.
关键词	Competing risks Generalized estimating equation Pseudo-observations Regression models Restricted mean
DOI	10.1080/03610926.2017.1397174
语种	英语
WOS研究方向	Mathematics
WOS类目	Statistics & Probability
WOS记录号	WOS:000443430800018
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/31183
专题	应用数学研究所
通讯作者	Sun, Liuquan
作者单位	1.Beijing Informat Sci & Technol Univ, Sch Sci, Beijing, Peoples R China 2.Chinese Acad Sci, Acad Math & Syst Sci, Inst Appl Math, Beijing 100190, Peoples R China
推荐引用方式 GB/T 7714	Wang, Xin,Xue, Xiaoming,Sun, Liuquan. Regression analysis of restricted mean survival time based on pseudo-observations for competing risks data[J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS,2018,47(22):5614-5625.
APA	Wang, Xin,Xue, Xiaoming,&Sun, Liuquan.(2018).Regression analysis of restricted mean survival time based on pseudo-observations for competing risks data.COMMUNICATIONS IN STATISTICS-THEORY AND METHODS,47(22),5614-5625.
MLA	Wang, Xin,et al."Regression analysis of restricted mean survival time based on pseudo-observations for competing risks data".COMMUNICATIONS IN STATISTICS-THEORY AND METHODS 47.22(2018):5614-5625.