Fairness and Randomness in Machine Learning: Statistical Independence and Relativization

Rabanus Derr, Robert C. Williamson

Fair Machine Learning endeavors to prevent unfairness arising in the context of machine learning applications embedded in society. Despite the variety of definitions of fairness an…