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The optimal mechanism in differential privacy
Differential privacy is a framework to quantify to what extent individual privacy in a statistical database is preserved while releasing useful aggregate information about the database. In this work we study the fundamental tradeoff between privacy and utility in differential privacy. We derive the optimal ε-differentially private mechanism for single …