Web: http://arxiv.org/abs/2110.01984

Jan. 31, 2022, 2:11 a.m. | Donlapark Ponnoprat

cs.LG updates on arXiv.org arxiv.org

Besides the Laplace distribution and the Gaussian distribution, there are
many more probability distributions that are not well-understood in terms of
privacy-preserving property -- one of which is the Dirichlet distribution. In
this work, we study the inherent privacy of releasing a single draw from a
Dirichlet posterior distribution (the Dirichlet posterior sampling). As our
main result, we provide a simple privacy guarantee of the Dirichlet posterior
sampling with the framework of R\'enyi Differential Privacy (RDP).
Consequently, the RDP guarantee …

arxiv differential privacy posterior privacy

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