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On optimal reject rules and ROC curves

Santos-Pereira, Carla ; Pires, Ana M.

Pattern Recognition Letters, 26(7) (2005), 943-952

In this paper we make the connection between two approaches for supervised classification with a rejection option. The first approach is due to Tortorella and is based on ROC curves and the second is a generalisation of Chow’s optimal rule.