A Unified Interpretation of the Gaussian Mechanism for Differential Privacy Through the Sensitivity Index

A Unified Interpretation of the Gaussian Mechanism for Differential Privacy Through the Sensitivity Index

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The Gaussian mechanism (GM) represents a universally employed tool for achieving differential privacy (DP), and a large body of work has been devoted to its analysis. We argue that the three prevailing interpretations of the GM, namely epsilon/delta-DP, f-DP and Rényi DP can be expressed by using a...

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Bibliographic Details
Main Authors: Georgios Kaissis, Moritz Knolle, Friederike Jungmann, Alexander Ziller, Dmitrii Usynin, Daniel Rueckert
Format: Article
Language:English
Published: Labor Dynamics Institute 2022-07-01
Series:The Journal of Privacy and Confidentiality
Subjects:
Gaussian Mechanism
Rényi Differential Privacy
Gaussian Differential Privacy
Receiver-Operator Characteristic
Hypothesis Testing
Online Access:https://journalprivacyconfidentiality.org/index.php/jpc/article/view/807

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