A semiparametric additive rates model for multivariate recurrent events with missing event categories

doi:10.1016/j.csda.2015.03.002

CSpace > 应用数学研究所

	A semiparametric additive rates model for multivariate recurrent events with missing event categories
	Ye, Peng 1; Zhao, Xingqiu 2,3; Sun, Liuquan1 ; Xu, Wei 4
	2015-09-01
发表期刊	COMPUTATIONAL STATISTICS & DATA ANALYSIS
ISSN	0167-9473
卷号	89 页码:39-50
摘要	Multivariate recurrent event data arise in many clinical and observational studies, in which subjects may experience multiple types of recurrent events. In some applications, event times can be always observed, but types for some events may be missing. In this article, a semiparametric additive rates model is proposed for analyzing multivariate recurrent event data when event categories are missing at random. A weighted estimating equation approach is developed to estimate parameters of interest, and the resulting estimators are shown to be consistent and asymptotically normal. In addition, a lack-of-fit test is presented to assess the adequacy of the model. Simulation studies demonstrate that the proposed method performs well for practical settings. An application to a platelet transfusion reaction study is provided. (C) 2015 Elsevier B.V. All rights reserved.
关键词	Additive rates model Marginal models Missing at random Multivariate recurrent events Weighted estimating equation
DOI	10.1016/j.csda.2015.03.002
语种	英语
资助项目	Research Grant Council of Hong Kong[504011] ; Research Grant Council of Hong Kong[503513] ; National Natural Science Foundation of China[11371299] ; National Natural Science Foundation of China[11231010] ; National Natural Science Foundation of China[11171330] ; Hong Kong Polytechnic University ; Key Laboratory of RCSDS, CAS[2008DP173182] ; BCMIIS
WOS研究方向	Computer Science ; Mathematics
WOS类目	Computer Science, Interdisciplinary Applications ; Statistics & Probability
WOS记录号	WOS:000357348000004
出版者	ELSEVIER SCIENCE BV
引用统计
文献类型	期刊论文
条目标识符	http://ir.amss.ac.cn/handle/2S8OKBNM/20247
专题	应用数学研究所
通讯作者	Zhao, Xingqiu
作者单位	1.Chinese Acad Sci, Inst Appl Math, Acad Math & Syst Sci, Beijing 100190, Peoples R China 2.Hong Kong Polytech Univ, Dept Appl Math, Hong Kong, Hong Kong, Peoples R China 3.Hong Kong Polytech Univ, Shenzhen Res Inst, Shenzhen, Peoples R China 4.Univ Toronto, Dalla Lana Sch Publ Hlth, Toronto, ON, Canada
推荐引用方式 GB/T 7714	Ye, Peng,Zhao, Xingqiu,Sun, Liuquan,et al. A semiparametric additive rates model for multivariate recurrent events with missing event categories[J]. COMPUTATIONAL STATISTICS & DATA ANALYSIS,2015,89:39-50.
APA	Ye, Peng,Zhao, Xingqiu,Sun, Liuquan,&Xu, Wei.(2015).A semiparametric additive rates model for multivariate recurrent events with missing event categories.COMPUTATIONAL STATISTICS & DATA ANALYSIS,89,39-50.
MLA	Ye, Peng,et al."A semiparametric additive rates model for multivariate recurrent events with missing event categories".COMPUTATIONAL STATISTICS & DATA ANALYSIS 89(2015):39-50.