2022
Why Fair Labels Can Yield Unfair Predictions: Graphical Conditions for Introduced Unfairness
AAAI 2022technical
In addition to reproducing discriminatory relationships in the training data, machine learning (ML) systems can also introduce or amplify discriminatory effects. We refer to this as introduced unfairness, and investigate the conditions under which it may arise. To this end, we propose introduced tot…