A ROC-based test for evaluating the group difference with an application to neonatal audiology screening

doi:10.1002/sim.9082

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	A ROC-based test for evaluating the group difference with an application to neonatal audiology screening
	Tang, Larry L.1,2; Meng, Zhen 3; Li, Qizhai 4,5
	2021-05-29
发表期刊	STATISTICS IN MEDICINE
ISSN	0277-6715
页码	12
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.
关键词	ROC curve sensitivity specificity two‐ sample comparison
DOI	10.1002/sim.9082
收录类别	SCI
语种	英语
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
WOS类目	Mathematical & Computational Biology ; Public, Environmental & Occupational Health ; Medical Informatics ; Medicine, Research & Experimental ; Statistics & Probability
WOS记录号	WOS:000655879500001
出版者	WILEY
引用统计
文献类型	期刊论文
条目标识符	http://ir.amss.ac.cn/handle/2S8OKBNM/58699
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 Cent Florida, Dept Stat, Natl Ctr Forens Sci, Orlando, FL 32816 USA 2.NIH, Dept Rehabil Med, Ctr Clin, Bethesda, MD 20892 USA 3.Capital Univ Econ & Business, Sch Stat, Beijing, Peoples R China 4.Chinese Acad Sci, LSC, NCMIS, Acad Math & Syst Sci, Beijing, Peoples R China 5.Univ Chinese Acad Sci, Sch Math Sci, Beijing, Peoples R China
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.