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

摘要

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 measure for these tasks.
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Volume abs/1809.045782018,

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