KMS Of Academy of mathematics and systems sciences, CAS
| Regression Analysis of Additive Hazards Model With Latent Variables | |
Pan, Deng1; He, Haijin2; Song, Xinyuan2; Sun, Liuquan3
| |
| 2015-09-01 | |
| Source Publication | JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION
 |
| ISSN | 0162-1459 |
| Volume | 110Issue:511Pages:1148-1159 |
| Abstract | We propose an additive hazards model with latent variables to investigate the observed and latent risk factors of the failure time of interest. Each latent risk factor is characterized by correlated observed variables through a confirmatory factor analysis model. We develop a hybrid procedure that combines the expectation maximization (EM) algorithm and the borrow-strength estimation approach to estimate the model parameters. We establish the consistency and asymptotic normality of the parameter estimators. Various nice features, including finite sample performance of the proposed methodology, are demonstrated by simulation studies. Our model is applied to a study concerning the risk factors of chronic kidney disease for Type 2 diabetic patients. Supplementary materials for this article are available online. |
| Keyword | Additive risk Borrow-strength estimation Factor analysis Latent trait Multiple correlated outcomes |
| DOI | 10.1080/01621459.2014.950083 |
| Language | 英语 |
| Funding Project | Research Grant Council of the Hong Kong Special Administration Region[GRF 404711] ; National Natural Science Foundation of China[11471277] ; National Natural Science Foundation of China[11231010] ; National Natural Science Foundation of China[11171330] ; National Natural Science Foundation of China[11021161] ; Key Laboratory of RCSDS, CAS[2008DP173182] ; BCMIIS |
| WOS Research Area | Mathematics |
| WOS Subject | Statistics & Probability |
| WOS ID | WOS:000365144600024 |
| Publisher | AMER STATISTICAL ASSOC |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://ir.amss.ac.cn/handle/2S8OKBNM/21304 |
| Collection | 应用数学研究所 |
| Corresponding Author | Pan, Deng |
| Affiliation | 1.Huazhong Univ Sci & Technol, Sch Math & Stat, Wuhan 430074, Peoples R China 2.Chinese Univ Hong Kong, Dept Stat, Hong Kong, Hong Kong, Peoples R China 3.Chinese Acad Sci, Inst Appl Math, Beijing 100190, Peoples R China |
| Recommended Citation GB/T 7714 | Pan, Deng,He, Haijin,Song, Xinyuan,et al. Regression Analysis of Additive Hazards Model With Latent Variables[J]. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION,2015,110(511):1148-1159. |
| APA | Pan, Deng,He, Haijin,Song, Xinyuan,&Sun, Liuquan.(2015).Regression Analysis of Additive Hazards Model With Latent Variables.JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION,110(511),1148-1159. |
| MLA | Pan, Deng,et al."Regression Analysis of Additive Hazards Model With Latent Variables".JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION 110.511(2015):1148-1159. |
| Files in This Item: | There are no files associated with this item. | |||||
Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.
Edit Comment