How fair can we go in machine learning? Assessing the boundaries of fairness in decision trees

Ana Valdivia, Javier Sánchez-Monedero, Jorge Casillas

Fair machine learning works have been focusing on the development of equitable algorithms that address discrimination of certain groups. Yet, many of these fairness-aware approache…