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

文献类型：期刊论文

作者Ye, Peng1; Zhao, Xingqiu2,3; Sun, Liuquan1; Xu, Wei4
刊名COMPUTATIONAL STATISTICS & DATA ANALYSIS
出版日期2015-09-01
卷号89页码:39-50
关键词Additive rates model Marginal models Missing at random Multivariate recurrent events Weighted estimating equation
ISSN号0167-9473
DOI10.1016/j.csda.2015.03.002
英文摘要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.
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
语种英语
WOS记录号WOS:000357348000004
出版者ELSEVIER SCIENCE BV
源URL[http://ir.amss.ac.cn/handle/2S8OKBNM/20246]  
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.

入库方式： OAI收割

来源：数学与系统科学研究院

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