The Bounded Laplace Mechanism in Differential Privacy

The Laplace mechanism is the workhorse of differential privacy, applied to many instances where numerical data is processed. However, the Laplace mechanism can return semantically impossible values, such as negative counts, due to its infinite support. There are two popular solutions to this: (i) b...

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Bibliographic Details
Main Authors: Naoise Holohan, Spiros Antonatos, Stefano Braghin, Pól Mac Aonghusa
Format: Article
Language:English
Published: Labor Dynamics Institute 2019-12-01
Series:The Journal of Privacy and Confidentiality
Subjects:
Online Access:https://journalprivacyconfidentiality.org/index.php/jpc/article/view/715