This paper is about constructing confidence bands around ROC curves. Wefirst introduce to the machine learning community three band-generatingmethods from the medical field, and evaluate how well they perform. Suchconfidence bands represent the region where the “true” ROCcurve is expected to...

This paper is about constructing confidence bands around an ROCcurve such that (1 - \delta)% of the ROC curves traced by data setsof size r will fall completely within the bands. We introduce tothe machine learning community three methods from the medicalfield that are applicable to generate...