Interpretable and Fair Mechanisms for Abstaining Classifiers

Daphne Lenders, Andrea Pugnana, Roberto Pellungrini +3

Abstaining classifiers have the option to refrain from providing a prediction for instances that are difficult to classify. The abstention mechanism is designed to trade off the cl…