Wilcoxon-Mann-Whitney Test of No Group Discrimination

The traditional WMW null hypothesis H0: F = G is erroneously too broad. WMW actually tests narrower H0: AUC = 0.5. Asymptotic distribution of the standardized U statistic (i.e., the empirical AUC) under the correct H0 is derived along with finite sample bias corrections. The traditional alternative hypothesis of stochastic dominance is too narrow. WMW is consistent against H1: AUC != 0.5, as established by Van Dantzig in 1951.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-11-25
DOI
https://doi.org/10.5281/zenodo.17714195
Primary Topic
Advanced Statistical Methods and Models
Type
article
Field-Weighted Citation Impact
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article

Wilcoxon-Mann-Whitney Test of No Group Discrimination

Zenodo (CERN European Organization for Nuclear Research)
Advanced Statistical Methods and Models
article

Wilcoxon-Mann-Whitney Test of No Group Discrimination

article en

Abstract

The traditional WMW null hypothesis H0: F = G is erroneously too broad. WMW actually tests narrower H0: AUC = 0.5. Asymptotic distribution of the standardized U statistic (i.e., the empirical AUC) under the correct H0 is derived along with finite sample bias corrections. The traditional alternative hypothesis of stochastic dominance is too narrow. WMW is consistent against H1: AUC != 0.5, as established by Van Dantzig in 1951.

Zenodo (CERN European Organization for Nuclear Research)
Comenius University Bratislava (SK)
Reduced inequalities, Peace, Justice and strong institutions
Openalex Percentile: Top 33%
Advanced Statistical Methods and Models
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Wilcoxon-Mann-Whitney Test of No Group Discrimination · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS