Robustness and uncertainty: two complementary aspects of the reliability of the predictions of a classifier

Adrián Detavernier, Jasper De Bock

We consider two conceptually different approaches for assessing the reliability of the individual predictions of a classifier: Robustness Quantification (RQ) and Uncertainty Quanti…