Fairness definitions in ML

Mathematical fairness has competing definitions: demographic parity, equal opportunity, individual fairness. It is provably impossible to satisfy all simultaneously.

• Multiple mathematical fairness definitions exist.
• Satisfying all simultaneously is impossible.