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cs.IT2022★ 1 cited
Information-Theoretic Approaches to Differential Privacy
Ayse Unsal, Melek Onen
This tutorial studies relationships between differential privacy and various information-theoretic measures by using several selective articles. In particular, we present how these…
cs.IT2022
Adversarial Classification under Gaussian Mechanism: Calibrating the Attack to Sensitivity
Ayse Unsal, Melek Onen
This work studies anomaly detection under differential privacy (DP) with Gaussian perturbation using both statistical and information-theoretic tools. In our setting, the adversary…