Showing cs.ITShow all
2 papers · 1 filter
cs.IT2024
Chernoff Information as a Privacy Constraint for Adversarial Classification and Membership Advantage
Ayşe Ünsal
This work investigates a privacy metric based on Chernoff information motivated by its importance in characterizing the optimal classifier's performance. Adversarial classification…
cs.IT2021
A Statistical Threshold for Adversarial Classification in Laplace Mechanisms
Ayşe Ünsal, Melek Önen
This paper studies the statistical characterization of detecting an adversary who wants to harm some computation such as machine learning models or aggregation by altering the outp…