Data vs. Model Machine Learning Fairness Testing: An Empirical Study

Arumoy Shome, Luis Cruz, Arie van Deursen

Although several fairness definitions and bias mitigation techniques exist in the literature, all existing solutions evaluate fairness of Machine Learning (ML) systems after the tr…