Local Statistical Parity for the Estimation of Fair Decision Trees

Andrea Quintanilla, Johan Van Horebeek

Given the high computational complexity of decision tree estimation, classical methods construct a tree by adding one node at a time in a recursive way. To facilitate promoting fai…