Differentially Private Markov Chain Monte Carlo

Mikko Heikkilä, Joonas Jälkö, Onur Dikmen, Antti Honkela

Neural Information Processing Systems 

Our algorithm is based on a decomposition of the Barker acceptance test that allows evaluating the Rényi DP privacy cost of the acceptreject choice.

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