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The Possibility of Fairness: Revisiting the Impossibility Theorem in Practice

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References

1991Mapping the Margins: Intersectionality, Identity Politics, and Violence against Women of Color29,736 cited
2021A Survey on Bias and Fairness in Machine Learning5,798 cited
2017Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments2,157 cited
2016Inherent Trade-Offs in the Fair Determination of Risk Scores942 cited
2020Algorithmic Fairness: Choices, Assumptions, and Definitions687 cited
2021Consumer-lending discrimination in the FinTech Era655 cited
2020Proceedings of the 2020 Conference on Fairness, Accountability, and Transparency475 cited
20222022 ACM Conference on Fairness Accountability and Transparency146 cited
2020Empirical observation of negligible fairness-accuracy trade-offs in machine learning for public policy97 cited
2021Retiring Adult: New Datasets for Fair Machine Learning93 cited
1969The Accuracy of Area Measurement by Point Counting Techniques46 cited

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2024A Framework for Assurance Audits of Algorithmic Systems16 cited

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