SoK: Differential privacies
Damien Desfontaines, Balázs Pejó
Abstract
Shortly after it was first introduced in 2006, differential privacy became the flagship data privacy definition. Since then, numerous variants and extensions were proposed to adapt it to different scenarios and attacker models. In this work, we propose a systematic taxonomy of these variants and extensions. We list all data privacy definitions based on differential privacy, and partition them into seven categories, depending on which aspect of the original definition is modified.
Topics & Concepts
Differential privacyComputer sciencePartition (number theory)Taxonomy (biology)Differential (mechanical device)Information retrievalTheoretical computer scienceConvexityData miningMathematicsBotanyBiologyFinancial economicsEngineeringAerospace engineeringEconomicsCombinatoricsPrivacy-Preserving Technologies in DataCryptography and Data SecurityPrivacy, Security, and Data Protection