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Automated directed fairness testing

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References

2012Fairness through awareness3,501 cited
2015Certifying and Removing Disparate Impact1,827 cited
2012Fairness-Aware Classifier with Prejudice Remover Regularizer694 cited
2008Discrimination-aware data mining676 cited
2015Fairness Constraints: Mechanisms for Fair Classification644 cited

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2021Fair Preprocessing: Towards Understanding Compositional Fairness of Data Transformers in Machine Learning Pipeline

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