On the impact of multi-dimensional local differential privacy on fairness

K Makhlouf, HH Arcolezi, S Zhioua, GB Brahim… - Data Mining and …, 2024 - Springer
Automated decision systems are increasingly used to make consequential decisions in
people's lives. Due to the sensitivity of the manipulated data and the resulting decisions …

On the Impact of Multi-dimensional Local Differential Privacy on Fairness

HH Arcolezi, S Zhioua, GB Brahim… - arXiv preprint arXiv …, 2023 - arxiv.org
Automated decision systems are increasingly used to make consequential decisions in
people's lives. Due to the sensitivity of the manipulated data as well as the resulting …

Towards Maintainable and Explainable AI Systems with Dataflow

A Paleyes - 2024 - repository.cam.ac.uk
Abstract Machine learning is enjoying rapid growth both as a thriving academic discipline
and as a technology that has the potential to transform many aspects of our everyday lives …