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المجالالإحصاءالإحصاء
العائلةHypothesis testHypothesis test
سنة النشأة1990s–2000s1947 / 2003
صاحب الطريقةMultiple contributors (Pepe, Qin, Zhou, and others)Rand Wilcox (robust extensions); original test by Mann & Whitney (1947)
النوعRobust diagnostic accuracy evaluationRobust nonparametric two-group comparison
المصدر التأسيسيPepe, M. S. (2000). An interpretation for the ROC curve and inference using GLM procedures. Biometrics, 56(2), 352–359. DOI ↗Wilcox, R. R. (2005). Introduction to Robust Estimation and Hypothesis Testing (2nd ed.). Academic Press. ISBN: 978-0127515427
الأسماء البديلةrobust AUC analysis, outlier-resistant ROC, robust diagnostic accuracy analysis, robust sensitivity-specificity analysisrobust Wilcoxon rank-sum test, robust two-sample rank test, outlier-resistant Mann-Whitney test, robust nonparametric two-group comparison
ذات صلة31
الملخصRobust ROC analysis evaluates the diagnostic accuracy of a continuous or ordinal biomarker in distinguishing between two groups (e.g., diseased vs. healthy) while protecting against the distorting effects of outliers, non-normality, or distributional violations that can bias standard parametric ROC estimates and AUC confidence intervals.The Robust Mann-Whitney U test is a nonparametric two-group comparison that combines the rank-based logic of the classic Mann-Whitney U test with modern robust techniques — such as outlier screening, trimmed means, or robust variance estimation — to produce reliable inferences when data contain extreme values, heavy-tailed distributions, or other violations that compromise the standard test.
ScholarGateمجموعة البيانات
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  2. 2 المصادر
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  1. v1
  2. 2 المصادر
  3. PUBLISHED

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ScholarGateقارن الطرق: Robust ROC analysis · Robust Mann-Whitney U test. استُرجع بتاريخ 2026-06-17 من https://scholargate.app/ar/compare