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Convex Formulations for Fair Principal Component Analysis

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References

2012Fairness through awareness3,545 cited
2016Equality of Opportunity in Supervised Learning2,733 cited
2017Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments2,270 cited
2015Certifying and Removing Disparate Impact1,827 cited
2018Mitigating Unwanted Biases with Adversarial Learning1,428 cited
2013Learning Fair Representations1,155 cited
2018Fairness in Criminal Justice Risk Assessments: The State of the Art1,031 cited
2008The comparisons of data mining techniques for the predictive accuracy of probability of default of credit card clients881 cited
2015Fairness Constraints: Mechanisms for Fair Classification713 cited
2017Optimized Pre-Processing for Discrimination Prevention472 cited
2017Data Decisions and Theoretical Implications when Adversarially Learning Fair Representations353 cited
2013Video Game Telemetry as a Critical Tool in the Study of Complex Skill Learning92 cited
2015On the relation between accuracy and fairness in binary classification88 cited

Cited by

2022Efficient fair principal component analysis36 cited
2021FairOD: Fairness-aware Outlier Detection

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28 cited

2019A Distributed Fair Machine Learning Framework with Private Demographic Data Protection20 cited

2019Fairness in Clustering with Multiple Sensitive Attributes20 cited

2022Fairness-Aware Range Queries for Selecting Unbiased Data19 cited

2023A Novel Approach for Fair Principal Component Analysis Based on Eigendecomposition17 cited

2022Fast and Efficient MMD-Based Fair PCA via Optimization over Stiefel Manifold13 cited

2020Representativity Fairness in Clustering12 cited