Accuracy and Fairness Trade-offs in Machine Learning: A Stochastic Multi-Objective Approach

Suyun Liu, Luis Nunes Vicente

In the application of machine learning to real-life decision-making systems, e.g., credit scoring and criminal justice, the prediction outcomes might discriminate against people wi…