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cs.LG2018
Average Margin Regularization for Classifiers
Matt Olfat, Anil Aswani
Adversarial robustness has become an important research topic given empirical demonstrations on the lack of robustness of deep neural networks. Unfortunately, recent theoretical re…
cs.LG2018
Convex Formulations for Fair Principal Component Analysis
Matt Olfat, Anil Aswani
Though there is a growing body of literature on fairness for supervised learning, the problem of incorporating fairness into unsupervised learning has been less well-studied. This…
cs.LG2017★ 9 cited
Spectral Algorithms for Computing Fair Support Vector Machines
Matt Olfat, Anil Aswani
Classifiers and rating scores are prone to implicitly codifying biases, which may be present in the training data, against protected classes (i.e., age, gender, or race). So it is…