On Adversarial Bias and the Robustness of Fair Machine Learning

Hongyan Chang, Ta Duy Nguyen, Sasi Kumar Murakonda +2

Optimizing prediction accuracy can come at the expense of fairness. Towards minimizing discrimination against a group, fair machine learning algorithms strive to equalize the behav…