Investigating Trade-offs in Utility, Fairness and Differential Privacy in Neural Networks

Marlotte Pannekoek, Giacomo Spigler

To enable an ethical and legal use of machine learning algorithms, they must both be fair and protect the privacy of those whose data are being used. However, implementing privacy…