KMS Of Academy of mathematics and systems sciences, CAS
Inference on quantile residual life function under right-censored data | |
Lin, Cunjie1; Zhang, Li2; Zhou, Yong3,4![]() | |
2016 | |
发表期刊 | JOURNAL OF NONPARAMETRIC STATISTICS
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ISSN | 1048-5252 |
卷号 | 28期号:3页码:617-643 |
摘要 | The quantile residual lifetime function is a comprehensive quantitative description of a residual lifetime. Under the assumption of independent censoring, a naive estimator for the quantile residual lifetime function can be obtained by inverting the Kaplan-Meier estimator. However, this naive estimator is biased when survival and censoring times are dependent. In this paper, we propose a method for estimating the quantile residual lifetime function, taking into account the covariates and relaxing the assumption of independent censoring. To compare two quantile residual lifetime functions at fixed time points, we construct two test statistics which are easy to implement. We also derive the asymptotic properties for the proposed estimator and test statistics. A re-sampling method for estimating the asymptotic variance of the proposed estimator is provided. Simulation studies are conducted to assess the finite sample properties of the estimator and the performance of the test statistics. We also apply the proposed method to the real data and report some interesting results. |
关键词 | estimating equation proportional hazards model quantile residual lifetime right censoring test statistic |
DOI | 10.1080/10485252.2016.1190841 |
语种 | 英语 |
资助项目 | National Natural Science Foundation of China[71301162] ; National Natural Science Foundation of China[71331006] ; National Natural Science Foundation of China (NSFC)[71271128] ; NCMIS ; Shanghai University of Finance and Economics[211] ; Shanghai Leading Academic Discipline Project A ; Youth Foundation of The Ministry of Education of China[15YJC910009] ; Science Foundation of Northwest University[14NW31] ; China Postdoctoral Science Foundation[2015M580867] |
WOS研究方向 | Mathematics |
WOS类目 | Statistics & Probability |
WOS记录号 | WOS:000385938200010 |
出版者 | TAYLOR & FRANCIS LTD |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.amss.ac.cn/handle/2S8OKBNM/23718 |
专题 | 应用数学研究所 |
通讯作者 | Lin, Cunjie |
作者单位 | 1.Renmin Univ China, Sch Stat, Beijing, Peoples R China 2.Northwes Univ, Sch Econ & Management, Xian, Peoples R China 3.Chinese Acad Sci, Acad Math & Syst Sci, Beijing, Peoples R China 4.Shanghai Univ Finance & Econ, Sch Stat & Management, Shanghai, Peoples R China |
推荐引用方式 GB/T 7714 | Lin, Cunjie,Zhang, Li,Zhou, Yong. Inference on quantile residual life function under right-censored data[J]. JOURNAL OF NONPARAMETRIC STATISTICS,2016,28(3):617-643. |
APA | Lin, Cunjie,Zhang, Li,&Zhou, Yong.(2016).Inference on quantile residual life function under right-censored data.JOURNAL OF NONPARAMETRIC STATISTICS,28(3),617-643. |
MLA | Lin, Cunjie,et al."Inference on quantile residual life function under right-censored data".JOURNAL OF NONPARAMETRIC STATISTICS 28.3(2016):617-643. |
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