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

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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Hlavní autoři:	Georgios Kaissis, Moritz Knolle, Friederike Jungmann, Alexander Ziller, Dmitrii Usynin, Daniel Rueckert
Médium:	Artigo
Jazyk:	Inglês
Vydáno:	Labor Dynamics Institute 2022-07-01
Edice:	The Journal of Privacy and Confidentiality
Témata:	Gaussian Mechanism Rényi Differential Privacy Gaussian Differential Privacy Receiver-Operator Characteristic Hypothesis Testing
On-line přístup:	https://journalprivacyconfidentiality.org/index.php/jpc/article/view/807
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