no code implementations • 27 Jun 2023 • Tânia Carvalho, Nuno Moniz, Luís Antunes
In light of claims that predictive performance and fairness can be jointly optimized, we find this is only possible at the expense of data privacy.
1 code implementation • 1 Dec 2022 • Tânia Carvalho, Nuno Moniz, Luís Antunes, Nitesh Chawla
We also show how our method improves time requirements by at least a factor of 9 and is a resource-efficient solution that ensures high performance without specialised hardware.
1 code implementation • 13 Jan 2022 • Tânia Carvalho, Nuno Moniz, Pedro Faria, Luís Antunes
In this paper, we aim to evaluate the existence of a trade-off between data privacy and predictive performance in classification tasks.