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Non-Discriminatory Machine Learning Through Convex Fairness Criteria

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References

2012Fairness through awareness3,545 cited
2014Big Data's Disparate Impact3,281 cited
2016Equality of Opportunity in Supervised Learning2,733 cited
2015Certifying and Removing Disparate Impact1,827 cited
2016Inherent Trade-Offs in the Fair Determination of Risk Scores1,433 cited
2011Data preprocessing techniques for classification without discrimination1,344 cited
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2014Big Questions for Social Media Big Data: Representativeness, Validity and Other Methodological Pitfalls779 cited
2010Three naive Bayes approaches for discrimination-free classification756 cited
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2012Fairness-Aware Classifier with Prejudice Remover Regularizer694 cited
2011The Price of Fairness675 cited
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2009Classifying without discriminating407 cited
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Fairness in Learning: Classic and Contextual Bandits

199 cited

Cited by

2023Algorithmic fairness in artificial intelligence for medicine and healthcare858 cited
2022Fair Assortment Planning12 cited