References

• 2021A Survey on Bias and Fairness in Machine Learning5,798 cited
• 1958Justice as Fairness5,760 cited
• 2012Fairness through awareness3,501 cited
• 2016Equality of Opportunity in Supervised Learning2,535 cited
• 2017Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments2,157 cited
• 2015Certifying and Removing Disparate Impact1,827 cited
• 2018Mitigating Unwanted Biases with Adversarial Learning1,387 cited
• 2011Data preprocessing techniques for classification without discrimination1,304 cited
• 2017Algorithmic Decision Making and the Cost of Fairness1,149 cited
• 2018Fairness in Criminal Justice Risk Assessments: The State of the Art986 cited
• 2020Mitigating bias in algorithmic hiring830 cited
• 2017Fairness Beyond Disparate Treatment & Disparate Impact630 cited
• 2018Examining Gender and Race Bias in Two Hundred Sentiment Analysis Systems384 cited
• 2011Fairness-aware Learning through Regularization Approach375 cited
• 2019Fairness in Recommendation Ranking through Pairwise Comparisons369 cited
• 2019Balanced Datasets Are Not Enough: Estimating and Mitigating Gender Bias in Deep Image Representations