A statistical approach to detect sensitive features in a group fairness setting

Guilherme Dean Pelegrina, Miguel Couceiro, Leonardo Tomazeli Duarte

The use of machine learning models in decision support systems with high societal impact raised concerns about unfair (disparate) results for different groups of people. When evalu…