Differentially private histogram publication

• Main Authors: Xu, Jia, Zhang, Zhenjie, Xiao, Xiaokui, Yang, Yin, Yu, Ge
• Other Authors: School of Computer Engineering
• Format: Conference or Workshop Item
• Language: English
• Published: 2013
• Subjects: DRNTU::Engineering::Computer science and engineering
• Online Access: https://hdl.handle.net/10356/99437; http://hdl.handle.net/10220/13029
• Institution: Nanyang Technological University

Differential privacy (DP) is a promising scheme for releasing the results of statistical queries on sensitive data, with strong privacy guarantees against adversaries with arbitrary background knowledge. Existing studies on DP mostly focus on simple aggregations such as counts. This paper investigat...