KMS Of Academy of mathematics and systems sciences, CAS
| A semiparametric additive rates model for multivariate recurrent events with missing event categories | |
Ye, Peng1; Zhao, Xingqiu2,3; Sun, Liuquan1 ; Xu, Wei4
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| 2015-09-01 | |
| Source Publication | COMPUTATIONAL STATISTICS & DATA ANALYSIS
 |
| ISSN | 0167-9473 |
| Volume | 89Pages:39-50 |
| Abstract | 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. |
| Keyword | Additive rates model Marginal models Missing at random Multivariate recurrent events Weighted estimating equation |
| DOI | 10.1016/j.csda.2015.03.002 |
| Language | 英语 |
| Funding Project | 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 Research Area | Computer Science ; Mathematics |
| WOS Subject | Computer Science, Interdisciplinary Applications ; Statistics & Probability |
| WOS ID | WOS:000357348000004 |
| Publisher | ELSEVIER SCIENCE BV |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://ir.amss.ac.cn/handle/2S8OKBNM/20247 |
| Collection | 应用数学研究所 |
| Corresponding Author | Zhao, Xingqiu |
| Affiliation | 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 |
| Recommended Citation 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. |
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