Recovering from Biased Data: Can Fairness Constraints Improve Accuracy?

Avrim Blum, Kevin Stangl

Multiple fairness constraints have been proposed in the literature, motivated by a range of concerns about how demographic groups might be treated unfairly by machine learning clas…