Measuring Fairness Under Unawareness of Sensitive Attributes: A Quantification-Based Approach

Alessandro Fabris, Andrea Esuli, Alejandro Moreo +1

Algorithms and models are increasingly deployed to inform decisions about people, inevitably affecting their lives. As a consequence, those in charge of developing these models mus…