Equal Opportunity and Affirmative Action via Counterfactual Predictions
arXiv: Machine Learning, 2019.
Machine learning (ML) can automate decision-making by learning to predict decisions from historical data. However, these predictors may inherit discriminatory policies from past decisions and reproduce unfair decisions. In this paper, we propose two algorithms that adjust fitted ML predictors to make them fair. We focus on two legal not...More
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