FairBED: A Bayesian Experimental Design Approach to Gathering Fairer Data

Marcel Hedman, Emily Alger, Brieuc Lehmann +2

Frameworks for ensuring fairness in machine learning typically focus on learning fair models from existing data. But this endeavor is often undermined by biases already present in…