A ROC-based test for evaluating the group difference with an application to neonatal audiology screening
文献类型：期刊论文
| 作者 | Tang, Larry L.4,5; Meng, Zhen3; Li, Qizhai1,2 |
| 刊名 | STATISTICS IN MEDICINE
 |
| 出版日期 | 2021-05-29 |
| 页码 | 12 |
| 关键词 | ROC curve sensitivity specificity two‐ sample comparison |
| ISSN号 | 0277-6715 |
| DOI | 10.1002/sim.9082 |
| 英文摘要 | This article proposes a powerful method to compare two samples. The proposed method handles comparison of data by drawing inference from ROC curve model parameters. The method estimates parameters from a linear model framework on the empirical sensitivities and specificities. The consistent ROC parameters are then used to give a more powerful test than existing methods in several situations. In addition, we present a comprehensive statistic based on the Cauchy combination, which works well in all scenarios considered in this article. We also offer an efficient one-layer wild permutation procedure to calculate the P-value of our statistic. The method is particularly useful when the underlying continuous biomarker results are non-normal. We illustrate the proposed methods in a neonatal audiology diagnostic example. |
| 资助项目 | National Institutes of Health ; US Social Security Administration ; Beijing Natural Science Foundation[Z180006] |
| WOS研究方向 | Mathematical & Computational Biology ; Public, Environmental & Occupational Health ; Medical Informatics ; Research & Experimental Medicine ; Mathematics |
| 语种 | 英语 |
| WOS记录号 | WOS:000655879500001 |
| 出版者 | WILEY |
| 源URL | [http://ir.amss.ac.cn/handle/2S8OKBNM/58698]  |
| 专题 | 中国科学院数学与系统科学研究院 |
| 通讯作者 | Tang, Larry L. |
| 作者单位 | 1.Univ Chinese Acad Sci, Sch Math Sci, Beijing, Peoples R China 2.Chinese Acad Sci, LSC, NCMIS, Acad Math & Syst Sci, Beijing, Peoples R China 3.Capital Univ Econ & Business, Sch Stat, Beijing, Peoples R China 4.NIH, Dept Rehabil Med, Ctr Clin, Bethesda, MD 20892 USA 5.Univ Cent Florida, Dept Stat, Natl Ctr Forens Sci, Orlando, FL 32816 USA |
| 推荐引用方式 GB/T 7714 | Tang, Larry L.,Meng, Zhen,Li, Qizhai. A ROC-based test for evaluating the group difference with an application to neonatal audiology screening[J]. STATISTICS IN MEDICINE,2021:12. |
| APA | Tang, Larry L.,Meng, Zhen,&Li, Qizhai.(2021).A ROC-based test for evaluating the group difference with an application to neonatal audiology screening.STATISTICS IN MEDICINE,12. |
| MLA | Tang, Larry L.,et al."A ROC-based test for evaluating the group difference with an application to neonatal audiology screening".STATISTICS IN MEDICINE (2021):12. |
入库方式： OAI收割
来源：数学与系统科学研究院
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