A Framework of Metrics for Differential Privacy from Local Sensitivity

The meaning of differential privacy (DP) is tightly bound with the notion of distance on databases, typically defined as the number of changed rows. Considering the semantics of data, this metric may be not the most suitable one, particularly when a distance comes out as larger than the data owner d...

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Bibliographic Details
Main Authors: Laud Peeter, Pankova Alisa, Pettai Martin
Format: Article
Language:English
Published: Sciendo 2020-04-01
Series:Proceedings on Privacy Enhancing Technologies
Subjects:
Online Access:https://doi.org/10.2478/popets-2020-0023