Why Fair Labels Can Yield Unfair Predictions: Graphical Conditions for Introduced Unfairness

Carolyn Ashurst, Ryan Carey, Silvia Chiappa +1

In addition to reproducing discriminatory relationships in the training data, machine learning systems can also introduce or amplify discriminatory effects. We refer to this as int…