Abstract | ||
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We investigate the local differential privacy (LDP) guarantees of a randomized privacy mechanism via its contraction properties. We first show that LDP constraints can be equivalently cast in terms of the contraction coefficient of the $\mathsf{E}_{\gamma}$-divergence. We then use this equivalent formula to express LDP guarantees of privacy mechanisms in terms of contraction coefficient... |
Year | DOI | Venue |
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2021 | 10.1109/ISIT45174.2021.9517999 | 2021 IEEE International Symposium on Information Theory (ISIT) |
DocType | ISBN | Citations |
Conference | 978-1-5386-8209-8 | 0 |
PageRank | References | Authors |
0.34 | 0 | 3 |
Name | Order | Citations | PageRank |
---|---|---|---|
Shahab Asoodeh | 1 | 6 | 5.53 |
Maryam Aliakbarpour | 2 | 0 | 0.34 |
Flávio du Pin Calmon | 3 | 0 | 2.03 |