Properties of fairness measures in the context of varying class imbalance and protected group ratios

Dariusz Brzezinski, Julia Stachowiak, Jerzy Stefanowski +5

Society is increasingly relying on predictive models in fields like criminal justice, credit risk management, or hiring. To prevent such automated systems from discriminating again…