A modified sign test for comparing paired ROC curves

被引:21
作者
Braun, Thomas M. [1 ]
Alonzo, Todd A. [2 ]
机构
[1] Univ Michigan, Dept Biostat, Ann Arbor, MI 48109 USA
[2] Univ So Calif, Dept Prevent Med, Arcadia, CA 91006 USA
关键词
area under the curve; diagnostic test; distribution-free test; randomization test; resampling; U-statistic;
D O I
10.1093/biostatistics/kxm036
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
We develop a permutation test for assessing a difference in the areas under the curve (AUCs) in a paired setting where both modalities are given to each diseased and nondiseased subject. We propose that permutations be made between subjects specifically by shuffling the diseased/nondiseased labels of the subjects within each modality. As these permutations are made within modality, the permutation test is valid even if both modalities are measured on different scales. We show that our permutation test is a sign test for the symmetry of an underlying discrete distribution whose size remains valid under the assumption of equal AUCs. We demonstrate the operating characteristics of our test via simulation and show that our test is equal in power to a permutation test recently proposed by Bandos and others (2005).
引用
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页码:364 / 372
页数:9
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