计算机应用研究2017，Vol.34Issue(6)：1609-1612,4.DOI:10.3969/j.issn.1001-3695.2017.06.002
面向数据直方图发布的差分隐私保护综述
Survey of differential privacy for data histogram publication
摘要
Abstract
Compared with the anonymous privacy protection,differential privacy protection as a new privacy protection technology can resist assume attacks and background knowledge attacks.Histogram publication under differential privacy protection can give a visual representation for data release.This paper introduced the technologies of differential privacy protection for data histogram publication on the static and dynamic data sets in the domestic and foreign.Then it discussed the solutions to the noise accumulation and low data availability resulted by adding noise in long range of histogram on static data sets,and privacy budget being easy to run out on dynamic data sets.It made some comparisons and analysis among main differential privacy protection technologies for histogram publication.Finally this paper summarized some of the current applications and potential future research directions for differential privacy protection technology.关键词
直方图/差分隐私保护/静态数据集/噪声/隐私预算/动态数据流Key words
histogram/differential privacy protection/static data sets/noise/privacy budget/dynamic data streams分类
信息技术与安全科学引用本文复制引用
王红,葛丽娜,王丽颖,张静,张翼鹏..面向数据直方图发布的差分隐私保护综述[J].计算机应用研究,2017,34(6):1609-1612,4.基金项目
国家自然科学基金资助项目(61462009) （61462009）
广西高等学校优秀中青年骨干教师培养工程项目(GXQG012013014) （GXQG012013014）
广西民族大学中国—东盟研究中心(广西科学实验中心)2014年度开放课题(TD201404) （广西科学实验中心）
