Privacy Loss Classes: The Central Limit Theorem in Differential Privacy

Quantifying the privacy loss of a privacy-preserving mechanism on potentially sensitive data is a complex and well-researched topic; the de-facto standard for privacy measures are ε-differential privacy (DP) and its versatile relaxation (ε, δ)-approximate differential privacy (ADP). Recently, novel...

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Bibliographic Details
Main Authors: Sommer David M., Meiser Sebastian, Mohammadi Esfandiar
Format: Article
Language:English
Published: Sciendo 2019-04-01
Series:Proceedings on Privacy Enhancing Technologies
Subjects:
Online Access:https://doi.org/10.2478/popets-2019-0029