Is There a Trade-Off Between Fairness and Accuracy? A Perspective Using Mismatched Hypothesis Testing

no code implementations • ICML 2020 • Sanghamitra Dutta, Dennis Wei, Hazar Yueksel, Pin-Yu Chen, Sijia Liu, Kush R. Varshney

Moreover, the same classifier yields the lack of a trade-off with respect to ideal distributions while yielding a trade-off when accuracy is measured with respect to the given (possibly biased) dataset.

Fairness Two-sample testing

A Kolmogorov Complexity Approach to Generalization in Deep Learning

no code implementations • 25 Sep 2019 • Hazar Yueksel, Kush R. Varshney, Brian Kingsbury

Using this condition, we formulate an optimization problem to learn a more general classification function.

Classification General Classification +1