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An additive subdistribution hazard model for competing risks data
Li, Wanxing1; Xue, Xiaoming2; Long, Yonghong1
2017
Source PublicationCOMMUNICATIONS IN STATISTICS-THEORY AND METHODS
ISSN0361-0926
Volume46Issue:23Pages:11667-11687
AbstractThe cumulative incidence function plays an important role in assessing its treatment and covariate effects with competing risks data. In this article, we consider an additive hazard model allowing the time-varying covariate effects for the subdistribution and propose the weighted estimating equation under the covariate-dependent censoring by fitting the Cox-type hazard model for the censoring distribution. When there exists some association between the censoring time and the covariates, the proposed coefficients' estimations are unbiased and the large-sample properties are established. The finite-sample properties of the proposed estimators are examined in the simulation study. The proposed Cox-weighted method is applied to a competing risks dataset from a Hodgkin's disease study.
KeywordAdditive hazard model Competing risks Cumulative incidence function Estimating equation Inverse probability of censoring weight Proportional hazard model 62N01 62N02 62F12
DOI10.1080/03610926.2016.1277759
Language英语
WOS Research AreaMathematics
WOS SubjectStatistics & Probability
WOS IDWOS:000415942200017
PublisherTAYLOR & FRANCIS INC
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Document Type期刊论文
Identifierhttp://ir.amss.ac.cn/handle/2S8OKBNM/29157
Collection中国科学院数学与系统科学研究院
Affiliation1.Renmin Univ China, Sch Informat, Dept Math, Beijing 100872, Peoples R China
2.Chinese Acad Sci, Acad Math & Syst Sci, Inst Appl Math, Beijing, Peoples R China
Recommended Citation
GB/T 7714
Li, Wanxing,Xue, Xiaoming,Long, Yonghong. An additive subdistribution hazard model for competing risks data[J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS,2017,46(23):11667-11687.
APA Li, Wanxing,Xue, Xiaoming,&Long, Yonghong.(2017).An additive subdistribution hazard model for competing risks data.COMMUNICATIONS IN STATISTICS-THEORY AND METHODS,46(23),11667-11687.
MLA Li, Wanxing,et al."An additive subdistribution hazard model for competing risks data".COMMUNICATIONS IN STATISTICS-THEORY AND METHODS 46.23(2017):11667-11687.
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