The Laplace Mechanism has optimal utility for differential privacy over continuous queries

Differential Privacy protects individuals' data when statistical queries are published from aggregated databases: applying "obfuscating" mechanisms to the query results makes the released information less specific but, unavoidably, also decreases its utility. Yet it has been shown tha...

Ausführliche Beschreibung

Bibliographische Detailangaben

Veröffentlicht in:	Proceedings of the 36th Annual ACM/IEEE Symposium on Logic in Computer Science S. 1 - 12
Hauptverfasser:	Fernandes, Natasha, McIver, Annabelle, Morgan, Carroll
Format:	Tagungsbericht
Sprache:	Englisch
Veröffentlicht:	IEEE 29.06.2021
Schlagworte:	abstract channels Computer science Differential privacy hyper-distributions Laplace mechanism optimal mechanisms quantitative information flow utility
Online-Zugang:	Volltext
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!