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Symmetry of receiver operating characteristic curves and Kullback–Leibler divergences between the signal and noise populations
Authors:Bhaskar Bhattacharya  Gareth Hughes
Affiliation:aDepartment of Mathematics, Southern Illinois University, Carbondale, IL 62901-4408, USA;bSAC, The King’s Buildings, West Mains Road, Edinburgh, EH9 3JG, UK
Abstract:It is shown that the symmetry of the receiver operating characteristic curve implies that the Kullback–Leibler divergences between the signal and noise populations are equal when the arguments are interchanged.
Keywords:ROC   Symmetry   Kullback&ndash  Leibler divergence
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