Evaluating Fairness Metrics in the Presence of Dataset Bias

J. Henry Hinnefeld, Peter Cooman, Nat Mammo +1

Data-driven algorithms play a large role in decision making across a variety of industries. Increasingly, these algorithms are being used to make decisions that have significant ra…