An Introduction to Differential Privacy: Privacy Properties and Models

Abstract

DP (Differential Privacy) is known as a de facto standard for privacy metrics when performing statistical analysis while protecting individual privacy. It has been adopted in industry and government. This paper provides a brief explanation of the basics of DP, including its definition, the type of privacy it guarantees, and the models in DP.