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A survey on datasets for fairness‐aware machine learning

16 references·16 citing·24 second hopsampled

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References

2011Thinking, Fast and Slow14,316 cited
2021A Survey on Bias and Fairness in Machine Learning5,798 cited
2018Gender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification3,509 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
2013Learning Fair Representations1,126 cited
2018Fairness definitions explained1,125 cited
2020Bias in data‐driven artificial intelligence systems—An introductory survey1,040 cited
2017Counterfactual Fairness995 cited
2008The comparisons of data mining techniques for the predictive accuracy of probability of default of credit card clients881 cited
2014

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A data-driven approach to predict the success of bank telemarketing

875 cited

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