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On the Impact of Multi-dimensional Local Differential Privacy on Fairness
Feb. 22, 2024, 5:11 a.m. | Karima Makhlouf, Heber H. Arcolezi, Sami Zhioua, Ghassen Ben Brahim, Catuscia Palamidessi
cs.CR updates on arXiv.org arxiv.org
Abstract: 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 decisions, several ethical concerns need to be addressed for the appropriate use of such technologies, in particular, fairness and privacy. Unlike previous work, which focused on centralized differential privacy (DP) or local DP (LDP) for a single sensitive attribute, in this paper, we examine the impact of LDP in …
arxiv automated cs.cr cs.cy cs.lg data decision differential privacy ethical fairness impact local people privacy systems technologies
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