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ROC and AUC with a binary predictor: a potentially misleading metric

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Publication:2220698
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DOI10.1007/S00357-019-09345-1OpenAlexW3104830070WikidataQ103724200 ScholiaQ103724200MaRDI QIDQ2220698

John III Muschelli

Publication date: 25 January 2021

Published in: Journal of Classification (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/1903.04881


zbMATH Keywords

RAUCarea under the curveROC


Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30)


Related Items (1)

Evaluating the informativity of a training sample for image classification by deep learning methods


Uses Software

  • Unnamed Item
  • ROCR
  • Stata
  • SAS
  • Matplotlib
  • Scikit
  • pROC
  • caTools
  • Python
  • GitHub
  • reticulate
  • fbroc



Cites Work

  • The area above the ordinal dominance graph and the area below the receiver operating characteristic graph
  • Comparing the Areas under Two or More Correlated Receiver Operating Characteristic Curves: A Nonparametric Approach
  • Unnamed Item




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