KMS Of Academy of mathematics and systems sciences, CAS
Smoothed estimator of quantile residual lifetime for right censored data | |
Zhang Li1; Liu Peng2; Zhou Yong1,2 | |
2015-12-01 | |
发表期刊 | JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY |
ISSN | 1009-6124 |
卷号 | 28期号:6页码:1374-1388 |
摘要 | It is of great interest to estimate quantile residual lifetime in medical science and many other fields. In survival analysis, Kaplan-Meier (K-M) estimator has been widely used to estimate the survival distribution. However, it is well-known that the K-M estimator is not continuous, thus it can not always be used to calculate quantile residual lifetime. In this paper, the authors propose a kernel smoothing method to give an estimator of quantile residual lifetime. By using modern empirical process techniques, the consistency and the asymptotic normality of the proposed estimator are provided neatly. The authors also present the empirical small sample performances of the estimator. Deficiency is introduced to compare the performance of the proposed estimator with the naive unsmoothed estimator of the quantile residaul lifetime. Further simulation studies indicate that the proposed estimator performs very well. |
关键词 | Empirical process estimating equation influence curve Kaplan-Meier estimator kernel smoothing quantile residual lifetime right censored data |
DOI | 10.1007/s11424-015-3067-7 |
语种 | 英语 |
资助项目 | National Natural Science Foundation of China[71271128] ; State Key Program of National Natural Science Foundation of China[71331006] ; NCMIS ; Key Laboratory of RCSDS, CAS ; IRTSHUFE, PCSIRT[IRT13077] ; Graduate Innovation Fund of Shanghai University of Finance and Economics[CXJJ-2011-429] |
WOS研究方向 | Mathematics |
WOS类目 | Mathematics, Interdisciplinary Applications |
WOS记录号 | WOS:000365875400010 |
出版者 | SPRINGER HEIDELBERG |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.amss.ac.cn/handle/2S8OKBNM/21440 |
专题 | 应用数学研究所 |
通讯作者 | Zhang Li |
作者单位 | 1.Shanghai Univ Finance & Econ, Sch Stat & Management, Shanghai 200433, Peoples R China 2.Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China |
推荐引用方式 GB/T 7714 | Zhang Li,Liu Peng,Zhou Yong. Smoothed estimator of quantile residual lifetime for right censored data[J]. JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY,2015,28(6):1374-1388. |
APA | Zhang Li,Liu Peng,&Zhou Yong.(2015).Smoothed estimator of quantile residual lifetime for right censored data.JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY,28(6),1374-1388. |
MLA | Zhang Li,et al."Smoothed estimator of quantile residual lifetime for right censored data".JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY 28.6(2015):1374-1388. |
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