Functional mechanism : regression analysis under differential privacy

• Main Authors: Winslett, Marianne, Zhang, Jun, Zhang, Zhenjie, Xiao, Xiaokui, Yang, Yin
• Other Authors: School of Computer Engineering
• Format: Article
• Language: English
• Published: 2014
• Subjects: DRNTU::Engineering::Computer science and engineering
• Online Access: https://hdl.handle.net/10356/102390; http://hdl.handle.net/10220/18929; http://arxiv.org/abs/1208.0219
• Institution: Nanyang Technological University

ɛ-differential privacy is the state-of-the-art model for releasing sensitive information while protecting privacy. Numerous methods have been proposed to enforce epsilon-differential privacy in various analytical tasks, e.g., regression analysis. Existing solutions for regression analysis, however,...