Equal Opportunity and Affirmative Action via Counterfactual Predictions

Dhanya Sridhar
Dhanya Sridhar

arXiv: Machine Learning, 2019.

Cited by: 4|Views14
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Abstract:

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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