(Local) Differential Privacy has NO Disparate Impact on Fairness

Author:

Arcolezi Héber H.ORCID,Makhlouf KarimaORCID,Palamidessi CatusciaORCID

Publisher

Springer Nature Switzerland

Reference42 articles.

1. Indicator vector. https://en.wikipedia.org/wiki/Indicator_vector. Accessed on 04 April 2023

2. LDP impact on fairness repository. https://github.com/hharcolezi/ldp-fairness-impact

3. General data protection regulation (GDPR) (2018). https://gdpr-info.eu/. Accessed on 26 March 2023

4. Agarwal, A., Agarwal, H., Agarwal, N.: Fairness score and process standardization: framework for fairness certification in artificial intelligence systems. AI and Ethics, pp. 1–13 (2022)

5. Alves, G., Bernier, F., Couceiro, M., Makhlouf, K., Palamidessi, C., Zhioua, S.: Survey on fairness notions and related tensions. arXiv preprint arXiv:2209.13012 (2022)

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