KMS Of Academy of mathematics and systems sciences, CAS
| Regression analysis of restricted mean survival time based on pseudo-observations for competing risks data | |
Wang, Xin1; Xue, Xiaoming2; Sun, Liuquan2
| |
| 2018 | |
| Source Publication | COMMUNICATIONS IN STATISTICS-THEORY AND METHODS
 |
| ISSN | 0361-0926 |
| Volume | 47Issue:22Pages:5614-5625 |
| Abstract | Competing risks data often occur in many medical follow-up studies. When the survival time is the outcome variable, the restricted mean survival time has heuristic and clinically meaningful interpretation. In this article, we propose a class of regression models for the restricted mean survival time in the competing risks setting. We adopt a technique of pseudo-observations to develop estimating equation approaches for the model parameters and establish asymptotic properties of the resulting estimators. The finite-sample behavior of the proposed method is evaluated through simulation studies, and an application to the Women's Interagency HIV Study is provided. |
| Keyword | Competing risks Generalized estimating equation Pseudo-observations Regression models Restricted mean |
| DOI | 10.1080/03610926.2017.1397174 |
| Language | 英语 |
| WOS Research Area | Mathematics |
| WOS Subject | Statistics & Probability |
| WOS ID | WOS:000443430800018 |
| Publisher | TAYLOR & FRANCIS INC |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://ir.amss.ac.cn/handle/2S8OKBNM/31183 |
| Collection | 应用数学研究所 |
| Corresponding Author | Sun, Liuquan |
| Affiliation | 1.Beijing Informat Sci & Technol Univ, Sch Sci, Beijing, Peoples R China 2.Chinese Acad Sci, Acad Math & Syst Sci, Inst Appl Math, Beijing 100190, Peoples R China |
| Recommended Citation GB/T 7714 | Wang, Xin,Xue, Xiaoming,Sun, Liuquan. Regression analysis of restricted mean survival time based on pseudo-observations for competing risks data[J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS,2018,47(22):5614-5625. |
| APA | Wang, Xin,Xue, Xiaoming,&Sun, Liuquan.(2018).Regression analysis of restricted mean survival time based on pseudo-observations for competing risks data.COMMUNICATIONS IN STATISTICS-THEORY AND METHODS,47(22),5614-5625. |
| MLA | Wang, Xin,et al."Regression analysis of restricted mean survival time based on pseudo-observations for competing risks data".COMMUNICATIONS IN STATISTICS-THEORY AND METHODS 47.22(2018):5614-5625. |
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