K-means clustering with local dᵪ-privacy for privacy-preserving data analysis

• Main Authors: Yang, Mengmeng, Tjuawinata, Ivan, Lam, Kwok-Yan
• Other Authors: School of Computer Science and Engineering
• Format: Article
• Language: English
• Published: 2023
• Subjects: Engineering::Computer science and engineering; Differential Privacy; K-means Clustering
• Online Access: https://hdl.handle.net/10356/168038
• Institution: Nanyang Technological University

Privacy-preserving data analysis is an emerging area that addresses the dilemma of performing data analysis on user data while protecting users' privacy. In this paper, we consider the problem of constructing privacy-preserving K -means clustering protocol for data analysis that provides local...