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Fairness-aware Classification: Criterion, Convexity, and Bounds

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References

2016Equality of Opportunity in Supervised Learning2,733 cited
2015Certifying and Removing Disparate Impact1,827 cited
2008Discrimination-aware data mining688 cited
2017On Fairness and Calibration573 cited
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2017Avoiding Discrimination through Causal Reasoning392 cited
2011Fairness-aware Learning through Regularization Approach375 cited
2023Inherent Tradeoffs in the Fair Determination of Risk Scores347 cited
2013A multidisciplinary survey on discrimination analysis288 cited
2009Measuring Discrimination in Socially-Sensitive Decision Records175 cited
2017A Causal Framework for Discovering and Removing Direct and Indirect Discrimination158 cited
2011Handling Conditional Discrimination125 cited
2017Achieving Non-Discrimination in Data Release62 cited
2018Achieving Non-Discrimination in Prediction25 cited
2017Spectral Algorithms for Computing Fair Support Vector Machines21 cited

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2021

A Survey on Bias and Fairness in Machine Learning

6,499 cited