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Themis-ml: A Fairness-Aware Machine Learning Interface for End-To-End Discrimination Discovery and Mitigation

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References

2012Fairness through awareness3,545 cited
2011Data preprocessing techniques for classification without discrimination1,344 cited
2012Fairness-Aware Classifier with Prejudice Remover Regularizer694 cited
2012Decision Theory for Discrimination-Aware Classification300 cited

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2025Is artificial intelligence (AI) research biased and conceptually vague? A systematic review of research on bias and discrimination in the context of using AI in human resource management30 cited
2025Towards Fair AI: Mitigating Bias in Credit Decisions—A Systematic Literature Review

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30 cited

2025Software Fairness: An Analysis and Survey23 cited

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