Computer ScienceMathematics

DPCube: Differentially Private Histogram Release through Multidimensional Partitioning

XiaoYonghui, Xiongli, FanLiyue, GoryczkaSlawomir, LiHaoran

2014.12.1Transactions on Data Privacy

tlooto Summary

This paper studies the problem of differentially private histogram data protection in privacy preserving data analysis or publishing with a focus on histogram-based data analysis.

Abstract

Differential privacy is a strong notion for protecting individual privacy in privacy preserving data analysis or publishing. In this paper, we study the problem of differentially private histogram ...

Citation format

XIAOYONGHUI, et al. Dpcube: Differentially private histogram release through multidimensional partitioning. Transactions on Data Privacy, 2014.