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Techniques for Discrimination-Free Predictive Models

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References

2011Data preprocessing techniques for classification without discrimination1,304 cited
2010Three naive Bayes approaches for discrimination-free classification756 cited
1984A note on the calculation and interpretation of the Gini index442 cited
2009Classifying without discriminating403 cited
2010Discrimination Aware Decision Tree Learning303 cited
2011k-NN as an implementation of situation testing for discrimination discovery and prevention263 cited
2011Discrimination prevention in data mining for intrusion and crime detection67 cited
2011Rule Protection for Indirect Discrimination Prevention in Data Mining44 cited

Cited by

2019From privacy to anti-discrimination in times of machine learning28 cited
2024Can Fairness be Automated? Guidelines and Opportunities for Fairness-aware AutoML24 cited
2019Maschinelles Lernen und Diskriminierung: Probleme und Lösungsansätze21 cited

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