2 papers
cs.LG2026
Fairness of Classifiers in the Presence of Constraints between Features
Martin C. Cooper, Imane Bousdira
In Machine Learning, an accepted definition of fairness of a decision taken by a classifier is that it should not depend on protected features, such as gender. Unfortunately, when…
cs.AI2025
Interpretable DNFs
Martin C. Cooper, Imane Bousdira, Clément Carbonnel
A classifier is considered interpretable if each of its decisions has an explanation which is small enough to be easily understood by a human user. A DNF formula can be seen as a b…