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Fairness-Aware Learning for Continuous Attributes and Treatments

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References

1999An Introduction to Copulas7,743 cited
2012Fairness through awareness3,501 cited
2016Equality of Opportunity in Supervised Learning2,535 cited
2015Certifying and Removing Disparate Impact1,827 cited
2013Learning Fair Representations1,126 cited
2010Three naive Bayes approaches for discrimination-free classification756 cited
2016Fairness Beyond Disparate Treatment & Disparate Impact: Learning Classification without Disparate Mistreatment559 cited
2017On Fairness and Calibration509 cited
2007Uniform Guidelines on Employee Selection Procedures389 cited
2011Fairness-aware Learning through Regularization Approach375 cited
2000Benchmarks of fairness for health care reform: a policy tool for developing countries.129 cited

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2020A Fair Classifier Using Mutual Information23 cited

2022Achieving Fairness via Post-Processing in Web-Scale Recommender Systems✱22 cited

2020Achieving Equalized Odds by Resampling Sensitive Attributes21 cited

2022Fairness seen as global sensitivity analysis19 cited

2020Fairness-Aware Neural Rényi Minimization for Continuous Features17 cited

2020Review of Mathematical frameworks for Fairness in Machine Learning17 cited

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