Simplicity Creates Inequity: Implications for Fairness, Stereotypes, and Interpretability

Proceedings of the 2019 ACM Conference on Economics and Computation, Volume abs/1809.04578, 2019.

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Keywords:
boolean functions fairness interpretability

Abstract:

Algorithms can be a powerful aid to decision-making - particularly when decisions rely, even implicitly, on predictions [7]. We are already seeing algorithms play this role in domains including hiring, education, lending, medicine, and criminal justice [2, 6, 10]. As is typical in machine learning applications, accuracy is an important me...More

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