A comparative study of fairness-enhancing interventions in machine learning

4 code implementations • 13 Feb 2018 • Sorelle A. Friedler, Carlos Scheidegger, Suresh Venkatasubramanian, Sonam Choudhary, Evan P. Hamilton, Derek Roth

Concretely, we present the results of an open benchmark we have developed that lets us compare a number of different algorithms under a variety of fairness measures, and a large number of existing datasets.

BIG-bench Machine Learning Fairness