SEMIPARAMETRIC ESTIMATION FOR REGRESSION COEFFICIENTS IN THE COX MODEL WITH FAILURE INDICATORS MISSING AT RANDOM
文献类型：期刊论文
| 作者 | Liu, Chunling1; Wang, Qihua1,2,3
|
| 刊名 | STATISTICA SINICA
 |
| 出版日期 | 2010-07-01 |
| 卷号 | 20期号:3页码:1125-1142 |
| 关键词 | Augmented inverse probability weighting Cox proportional hazards model missing at random Nadaraya-Watson kernel estimate regression imputation |
| ISSN号 | 1017-0405 |
| 英文摘要 | This paper considers a regression imputation method for estimating the regression coefficients in the Cox model when some failure indicators are missing at random, and the conditional probability of the censoring indicator is assumed to be of a parametric form. To avoid problems with missspecification of the parametric form, two augmented inverse probability weighted estimators are defined, and their asymptotic properties are established. Simulation studies were conducted to demonstrate the performance of the proposed estimators, and a data set from a stage II breast cancer trial is used to illustrate our methods. |
| 资助项目 | National Science Fund for Distinguished Young Scholars in China[10725106] ; Naqtional Natural Science Foundation of China[10671198] ; National Science Fund for Creative Research Groups in China ; Key Lab of Complex Structure and Data Science ; Research Grants Council of the Hong Kong[HKU 7050/06P] |
| WOS研究方向 | Mathematics |
| 语种 | 英语 |
| WOS记录号 | WOS:000280533600018 |
| 出版者 | STATISTICA SINICA |
| 源URL | [http://ir.amss.ac.cn/handle/2S8OKBNM/9340]  |
| 专题 | 应用数学研究所 |
| 通讯作者 | Liu, Chunling |
| 作者单位 | 1.Univ Hong Kong, Dept Stat & Actuarial Sci, Hong Kong, Hong Kong, Peoples R China 2.Yunnan Univ, Sch Math & Stat, Kunming 650091, Yunnan, Peoples R China 3.Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100080, Peoples R China |
| 推荐引用方式 GB/T 7714 | Liu, Chunling,Wang, Qihua. SEMIPARAMETRIC ESTIMATION FOR REGRESSION COEFFICIENTS IN THE COX MODEL WITH FAILURE INDICATORS MISSING AT RANDOM[J]. STATISTICA SINICA,2010,20(3):1125-1142. |
| APA | Liu, Chunling,&Wang, Qihua.(2010).SEMIPARAMETRIC ESTIMATION FOR REGRESSION COEFFICIENTS IN THE COX MODEL WITH FAILURE INDICATORS MISSING AT RANDOM.STATISTICA SINICA,20(3),1125-1142. |
| MLA | Liu, Chunling,et al."SEMIPARAMETRIC ESTIMATION FOR REGRESSION COEFFICIENTS IN THE COX MODEL WITH FAILURE INDICATORS MISSING AT RANDOM".STATISTICA SINICA 20.3(2010):1125-1142. |
入库方式： OAI收割
来源：数学与系统科学研究院
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