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...
Main Authors: | , , , |
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Format: | Article |
Language: | English |
Published: |
Labor Dynamics Institute
2019-12-01
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Series: | The Journal of Privacy and Confidentiality |
Subjects: | |
Online Access: | https://journalprivacyconfidentiality.org/index.php/jpc/article/view/715 |