Automated discovery of trade-off between utility, privacy and fairness in machine learning models

B Ficiu, ND Lawrence, A Paleyes - arXiv preprint arXiv:2311.15691, 2023 - arxiv.org
Machine learning models are deployed as a central component in decision making and
policy operations with direct impact on individuals' lives. In order to act ethically and comply …

Automated discovery of trade-off between utility, privacy and fairness in machine learning models

B Ficiu, ND Lawrence, A Paleyes - arXiv e-prints, 2023 - ui.adsabs.harvard.edu
Abstract Machine learning models are deployed as a central component in decision making
and policy operations with direct impact on individuals' lives. In order to act ethically and …