Differential Privacy with Bounded Priors

• DOI: 10.1145/2810103.2813610
• Publication Date: 2015-10-06T11:22:12Z
• Authors: Florian Tramèr; Zhicong Huang; Jean-Pierre Hubaux; Erman Ayday
• Keywords: Differential Privacy; Privacy software; Privacy Protection

Differential privacy (DP) has become widely accepted as a rigorous definition of data privacy, with stronger guarantees than traditional statistical methods. However, recent studies have shown that for reasonable budgets, differential significantly affects the expected utility. Many alternative notions which aim at relaxing DP since been proposed, hope providing better tradeoff between and