Research Interests and Publications
Research Interests
- Fairness in Machine Learning: Fairness notions, applicability of fairness in ML, Causal-based fairness notions, accuracy and fairness tradeoffs.
- Privacy in Machine Learning: privacy and fairness tradeoffs, privacy enhancing technologies.
Publications
- K Makhlouf, HH Arcolezi, GB Brajim, C Palamidessi. On the Impact of Multi-dimensional Local Differential Privacy on Fairness. Arxiv (2024).
- HH Arcolezi, K Makhlouf, C Palamidessi. (Local) Differential Privacy has NO Disparate Impact on Fairness. In
DBSec 2023 - 37th IFIP Annual Conference on Data and Applications
Security and Privacy (2023).
- G Alves, F Bernier, M Couceiro, K Makhlouf, C Palamidessi, S Zhioua. Survey on Fairness Notions and Related Tensions. EURO Journal on Decision Processes (2023).
- R Binkytė-Sadauskienė, K Makhlouf, C Pinzón, S Zhioua, C Palamidessi. Causal Discovery for Fairness. Proceedings of Machine Learning Research (2023).
- K. Makhlouf, S. Zhioua, and C. Palamidessi. A survey on causal-based machine learning fairness notions. Arxiv (2022).
- K. Makhlouf, S. Zhioua, and C. Palamidessi. Identifiability of Causal-based Fairness Notions: A State of the Art. 14th International Conference on Computational Intelligence and Communication Networks (CICN) (2022).
- K. Makhlouf, S. Zhioua, and C. Palamidessi. Machine learning fairness notions: Bridging the gap with real-world applications. Information Processing and Management, Volume 58, Issue 5 (2021).
- K. Makhlouf, S. Zhioua, and C. Palamidessi. On the Applicability of ML Fairness Notions. ACM SIGKDD Explorations Newsletter, Volume 23, Issue 1, June 2021, pp 1423 (2021).
- Lobna Amouri, Nada Chaaban, Karima Makhlouf, and Nahla El-Haggar.. Exam Questions Classification Based on Bloom’s Taxonomy: Approaches and Techniques. Proceedings on international Conference on Computer and Information Sciences (ICCIS) (2020).
- A Qasem, S Zhioua, K Makhlouf. Finding a needle in a haystack: The traffic analysis version. Proceedings on Privacy Enhancing Technologies (2019).
