191 citations · 332 across the 13 of their papers we have counts for
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cs.LG2022★ 3 cited
AUC-based Selective Classification
Andrea Pugnana, Salvatore Ruggieri
Selective classification (or classification with a reject option) pairs a classifier with a selection function to determine whether or not a prediction should be accepted. This fra…
cs.LG2022★ 13 cited
Fairness Implications of Encoding Protected Categorical Attributes
Carlos Mougan, Jose M. Alvarez, Salvatore Ruggieri +1
Past research has demonstrated that the explicit use of protected attributes in machine learning can improve both performance and fairness. Many machine learning algorithms, howeve…