Data privacy on edge devices has become a significant concern, given the widespread use of mobile phones. There is a potential risk of sensitive personal data being leaked through an insecure network ...

Differential privacy (DP) is the state-of-the-art framework for formal privacy protection, but many available DP methods are designed primarily for estimation. On the other hand, in many scientific ...

As more personal data is collected and analyzed, there is a growing need for formal privacy protection. Differential privacy (DP) has arisen as the state-of-the-art method in privacy protection, but ...

Differential privacy (DP) has arisen as the state-of-the-art framework for formal privacy protection when analyzing sensitive data. However, the fundamentals of DP are still not well understood. There ...