Duff: A Dataset-Distance-Based Utility Function Family for the Exponential Mechanism

We propose and analyze a general-purpose dataset-distance-based utility function family, Duff, for differential privacy's exponential mechanism. Given a particular dataset and a statistic (e.g., median, mode), this function family assigns utility to a possible output o based on the number of in...

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Hauptverfasser:	Medina, Andrés Muñoz, Gillenwater, Jenny
Format:	Artikel
Sprache:	eng
Schlagworte:	Computer Science - Cryptography and Security Computer Science - Learning
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