中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
An additive-multiplicative rates model for multivariate recurrent events with event categories missing at random

文献类型:期刊论文

作者Ye Peng3; Sun LiuQuan3; Zhao XingQiu2; Xu Wei1
刊名SCIENCE CHINA-MATHEMATICS
出版日期2015
卷号58期号:6页码:1163-1178
关键词MULTIPLE IMPUTATION METHODS COMPETING RISKS MODEL REGRESSION-COEFFICIENTS COUNTING-PROCESSES FAILURE additive-multiplicative rates model missing data multivariate recurrent events semiparametric model weighted estimating equation
ISSN号1674-7283
其他题名An additive-multiplicative rates model for multivariate recurrent events with event categories missing at random
英文摘要Multivariate recurrent event data arises when study subjects may experience more than one type of recurrent events. In some situations, however, although event times are always observed, event categories may be partially missing. In this paper, an additive-multiplicative rates model is proposed for the analysis of multivariate recurrent event data when event categories are missing at random. A weighted estimating equations approach is developed for parameter estimation, and the resulting estimators are shown to be consistent and asymptotically normal. In addition, a model-checking technique is presented to assess the adequacy of the model. Simulation studies are conducted to evaluate the finite sample behavior of the proposed estimators, and an application to a platelet transfusion reaction study is provided.
资助项目[National Natural Science Foundation of China] ; [Key Laboratory of Random Complex Structures and Data Science, Chinese Academy of Sciences] ; [Beijing Center for Mathematics and Information Interdisciplinary Sciences] ; [Research Grant Council of Hong Kong] ; [Hong Kong Polytechnic University]
语种英语
CSCD记录号CSCD:5444901
源URL[http://ir.amss.ac.cn/handle/2S8OKBNM/53703]  
专题应用数学研究所
作者单位1.University Toronto, Dalla Lana Sch Publ Hlth, Toronto, ON, Canada
2.Hong Kong Polytech Univ, Dept Appl Math, Shenzhen Res Institute, Hong Kong, Hong Kong, Peoples R China
3.中国科学院数学与系统科学研究院
推荐引用方式
GB/T 7714
Ye Peng,Sun LiuQuan,Zhao XingQiu,et al. An additive-multiplicative rates model for multivariate recurrent events with event categories missing at random[J]. SCIENCE CHINA-MATHEMATICS,2015,58(6):1163-1178.
APA Ye Peng,Sun LiuQuan,Zhao XingQiu,&Xu Wei.(2015).An additive-multiplicative rates model for multivariate recurrent events with event categories missing at random.SCIENCE CHINA-MATHEMATICS,58(6),1163-1178.
MLA Ye Peng,et al."An additive-multiplicative rates model for multivariate recurrent events with event categories missing at random".SCIENCE CHINA-MATHEMATICS 58.6(2015):1163-1178.

入库方式: OAI收割

来源:数学与系统科学研究院

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