What's in the box? Explaining the black-box model through an evaluation of its interpretable features

Francesco Ventura, Tania Cerquitelli

Algorithms are powerful and necessary tools behind a large part of the information we use every day. However, they may introduce new sources of bias, discrimination and other unfai…