Local differential privacy and its applications: A comprehensive survey

M Yang, T Guo, T Zhu, I Tjuawinata, J Zhao… - Computer Standards & …, 2024 - Elsevier
With the rapid development of low-cost consumer electronics and pervasive adoption of next
generation wireless communication technologies, a tremendous amount of data has been …

A comprehensive survey on local differential privacy

X ** users identify the most
suitable items that satisfy personal preferences. As user-item interactions can be naturally …

Differential private knowledge transfer for privacy-preserving cross-domain recommendation

C Chen, H Wu, J Su, L Lyu, X Zheng… - Proceedings of the ACM …, 2022 - dl.acm.org
Cross Domain Recommendation (CDR) has been popularly studied to alleviate the cold-
start and data sparsity problem commonly existed in recommender systems. CDR models …

Sok: differential privacies

D Desfontaines, B Pejó - arxiv preprint arxiv:1906.01337, 2019 - arxiv.org
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 …