Fair Inputs and Fair Outputs: The Incompatibility of Fairness in Privacy and Accuracy

Bashir Rastegarpanah, Mark Crovella, Krishna P. Gummadi

Fairness concerns about algorithmic decision-making systems have been mainly focused on the outputs (e.g., the accuracy of a classifier across individuals or groups). However, one…