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A Graph Symmetrisation Bound on Channel Information Leakage under Blowfish Privacy
[article]
2021
arXiv
pre-print
Blowfish privacy is a recent generalisation of differential privacy that enables improved utility while maintaining privacy policies with semantic guarantees, a factor that has driven the popularity of differential privacy in computer science. This paper relates Blowfish privacy to an important measure of privacy loss of information channels from the communications theory community: min-entropy leakage. Symmetry in an input data neighbouring relation is central to known connections between
arXiv:2007.05975v3
fatcat:ufhhiwecnbc5xlqqklaryws34q