Investigating Statistical Privacy Frameworks from the Perspective of Hypothesis Testing

Over the last decade, differential privacy (DP) has emerged as the gold standard of a rigorous and provable privacy framework. However, there are very few practical guidelines on how to apply differential privacy in practice, and a key challenge is how to set an appropriate value for the privacy par...

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Bibliographic Details
Main Authors: Liu Changchang, He Xi, Chanyaswad Thee, Wang Shiqiang, Mittal Prateek
Format: Article
Language:English
Published: Sciendo 2019-07-01
Series:Proceedings on Privacy Enhancing Technologies
Subjects:
Online Access:https://doi.org/10.2478/popets-2019-0045