KMS Of Academy of mathematics and systems sciences, CAS
| Nonparametric estimation of the ROC curve for length-biased and right-censored data | |
Song, Shanshan1; Zhou, Yong2,3,4
| |
| 2019-07-25 | |
| Source Publication | COMMUNICATIONS IN STATISTICS-THEORY AND METHODS
 |
| ISSN | 0361-0926 |
| Pages | 21 |
| Abstract | ROC curve is a fundamental evaluation tool in medical researches and survival analysis. The estimation of ROC curve has been studied extensively with complete data and right-censored survival data. However, these methods are not suitable to analyze the length-biased and right-censored data. Since this kind of data includes the auxiliary information that truncation time and residual time share the same distribution, the two new estimators for the ROC curve are proposed by taking into account this auxiliary information to improve estimation efficiency. Numerical simulation studies with different assumed cases and real data analysis are conducted. |
| Keyword | ROC curve length-biased and right-censored data nonparametric estimator composite likelihood conditional likelihood |
| DOI | 10.1080/03610926.2019.1604963 |
| Language | 英语 |
| Funding Project | State Key Program of National Natural Science Foundation of China[71331006] ; State Key Program in the Major Research Plan of National Natural Science Foundation of China[91546202] |
| WOS Research Area | Mathematics |
| WOS Subject | Statistics & Probability |
| WOS ID | WOS:000478253800001 |
| Publisher | TAYLOR & FRANCIS INC |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://ir.amss.ac.cn/handle/2S8OKBNM/35240 |
| Collection | 应用数学研究所 |
| Corresponding Author | Zhou, Yong |
| Affiliation | 1.Shanghai Univ Finance & Econ, Sch Stat & Management, Shanghai, Peoples R China 2.Chinese Acad Sci, Acad Math & Syst Sci, 55 Zhongguancun East Rd, Beijing 100190, Peoples R China 3.East China Normal Univ, Fac Econ & Management, Acad Stat & Interdisciplinary Sci, Shanghai, Peoples R China 4.East China Normal Univ, Fac Econ & Management, Sch Stat, Shanghai, Peoples R China |
| Recommended Citation GB/T 7714 | Song, Shanshan,Zhou, Yong. Nonparametric estimation of the ROC curve for length-biased and right-censored data[J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS,2019:21. |
| APA | Song, Shanshan,&Zhou, Yong.(2019).Nonparametric estimation of the ROC curve for length-biased and right-censored data.COMMUNICATIONS IN STATISTICS-THEORY AND METHODS,21. |
| MLA | Song, Shanshan,et al."Nonparametric estimation of the ROC curve for length-biased and right-censored data".COMMUNICATIONS IN STATISTICS-THEORY AND METHODS (2019):21. |
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