Nowadays assuring that search and recommendation systems are fair and do not apply
discrimination among any kind of population has become of paramount importance. This is
also highlighted by some of the sustainable development goals proposed by the United
Nations. Those systems typically rely on machine learning algorithms that solve the
classification task. Although the problem of fairness has been widely addressed in binary
classification, unfortunately, the fairness of multi-class classification problem needs to be …