An additive-multiplicative mean residual life model for right-censored data
文献类型：期刊论文
| 作者 | Cai, Jingheng1; He, Haijin2; Song, Xinyuan3,4; Sun, Liuquan5
|
| 刊名 | BIOMETRICAL JOURNAL
 |
| 出版日期 | 2017-05-01 |
| 卷号 | 59期号:3页码:579-592 |
| 关键词 | Additive-multiplicative model Estimating equations Mean residual life function Survival data |
| ISSN号 | 0323-3847 |
| DOI | 10.1002/bimj.201600068 |
| 英文摘要 | Many studies have focused on determining the effect of the body mass index (BMI) on the mortality in different cohorts. In this article, we propose an additive-multiplicative mean residual life (MRL) model to assess the effects of BMI and other risk factors on the MRL function of survival time in a cohort of Chinese type 2 diabetic patients. The proposed model can simultaneously manage additive and multiplicative risk factors and provide a comprehensible interpretation of their effects on the MRL function of interest. We develop an estimation procedure through pseudo partial score equations to obtain parameter estimates. We establish the asymptotic properties of the proposed estimators and conduct simulations to demonstrate the performance of the proposed method. The application of the procedure to a study on the life expectancy of type 2 diabetic patients reveals new insights into the extension of the life expectancy of such patients. |
| 资助项目 | National Natural Science Foundation of China[11471277] ; National Natural Science Foundation of China[11690015] ; National Natural Science Foundation of China[11101443] ; National Natural Science Foundation of China[11231010] ; Research Grant Council of the Hong Kong Special Administration Region[14601115] ; Chinese University of Hong Kong, Key Laboratory of RCSDS, CAS[2008DP173182] ; BCMIIS ; high-performance grid computing platform of Sun Yat-sen University |
| WOS研究方向 | Mathematical & Computational Biology ; Mathematics |
| 语种 | 英语 |
| WOS记录号 | WOS:000400569800013 |
| 出版者 | WILEY |
| 源URL | [http://ir.amss.ac.cn/handle/2S8OKBNM/26074]  |
| 专题 | 应用数学研究所 |
| 通讯作者 | Song, Xinyuan |
| 作者单位 | 1.Sun Yat Sen Univ, Dept Stat, Guangzhou, Guangdong, Peoples R China 2.Shenzhen Univ, Coll Math & Stat, Shenzhen, Peoples R China 3.Chinese Univ Hong Kong, Shenzhen Res Inst, Hong Kong, Hong Kong, Peoples R China 4.Chinese Univ Hong Kong, Dept Stat, Hong Kong, Hong Kong, Peoples R China 5.Chinese Acad Sci, Inst Appl Math, Beijing, Peoples R China |
| 推荐引用方式 GB/T 7714 | Cai, Jingheng,He, Haijin,Song, Xinyuan,et al. An additive-multiplicative mean residual life model for right-censored data[J]. BIOMETRICAL JOURNAL,2017,59(3):579-592. |
| APA | Cai, Jingheng,He, Haijin,Song, Xinyuan,&Sun, Liuquan.(2017).An additive-multiplicative mean residual life model for right-censored data.BIOMETRICAL JOURNAL,59(3),579-592. |
| MLA | Cai, Jingheng,et al."An additive-multiplicative mean residual life model for right-censored data".BIOMETRICAL JOURNAL 59.3(2017):579-592. |
入库方式： OAI收割
来源：数学与系统科学研究院
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