References

• 2012Fairness through awareness3,545 cited
• 2015Certifying and Removing Disparate Impact1,827 cited
• 2008The comparisons of data mining techniques for the predictive accuracy of probability of default of credit card clients881 cited
• 2012Fairness-Aware Classifier with Prejudice Remover Regularizer694 cited
• 2019A comparative study of fairness-enhancing interventions in machine learning617 cited
• 2010Discrimination Aware Decision Tree Learning303 cited
• 2012Decision Theory for Discrimination-Aware Classification300 cited
• 2016A Confidence-Based Approach for Balancing Fairness and Accuracy163 cited
• 2019Learning Optimal and Fair Decision Trees for Non-Discriminative Decision-Making135 cited
• 2021How fair can we go in machine learning ? Assessing the boundaries of accuracy and fairness58 cited
• 2018Fair Forests55 cited
• 2017Adverse Impact and Test Validation24 cited
• 2020Achieving Fairness with Decision Trees: An Adversarial Approach20 cited

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