Fairness vs Performance: Characterizing the Pareto Frontier of Algorithmic Decision Systems

Mieke Wilms, Christoph Heitz

Designing fair algorithmic decision systems requires balancing model performance with fairness toward affected individuals: More fairness might require sacrificing some performance…