Optimal Differentially Private Mechanisms for Randomised Response

Volume: 12, Issue: 11, Pages: 2726 - 2735
Published: Nov 1, 2017
Abstract
We examine a generalised randomised response (RR) technique in the context of differential privacy and examine the optimality of such mechanisms. Strict and relaxed differential privacy are considered for binary outputs. By examining the error of a statistical estimator, we present closed solutions for the optimal mechanism(s) in both cases. The optimal mechanism is also given for the specific case of the original RR technique as introduced by...
Paper Details
Title
Optimal Differentially Private Mechanisms for Randomised Response
Published Date
Nov 1, 2017
Volume
12
Issue
11
Pages
2726 - 2735
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