基于信息论方法的多等级位置隐私度量与保护

张文静; 刘樵; 朱辉

doi:10.11959/j.issn.1000-436x.2019235

您当前的位置：

首页 >

文章列表页 >

基于信息论方法的多等级位置隐私度量与保护

学术论文 | 更新时间：2024-06-05

- 基于信息论方法的多等级位置隐私度量与保护
- Evaluation and protection of multi-level location privacy based on an information theoretic approach
- 通信学报 2019年40卷第12期页码：51-59
- 作者机构：
  
  西安电子科技大学网络与信息安全学院，陕西西安 710071
- 作者简介：
  
  [ "张文静（1988- ），女，黑龙江绥化人，西安电子科技大学博士生，主要研究方向为数据隐私和隐私度量" ]
  [ "刘樵（1989- ），男，陕西咸阳人，博士，西安电子科技大学讲师，主要研究方向为物理层安全" ]
  [ "朱辉（1981- ），男，河南周口人，博士，西安电子科技大学教授、博士生导师，主要研究方向为数据安全与隐私保护、安全方案及协议设计、网络及应用安全" ]
- 基金信息：
  
  国家重点研发计划基金资助项目(2017YFB0802200);国家自然科学基金资助项目(61932015);国家自然科学基金资助项目(61672411);国家自然科学基金资助项目(61902297);陕西省自然科学基金资助项目(2019ZDLGY12-02);陕西省科技创新团队基金资助项目(2018TD-007)
- DOI：10.11959/j.issn.1000-436x.2019235
  中图分类号： TP393
- 网络出版日期：2019-12，
  
  纸质出版日期：2019-12-25
- 稿件说明：
移动端阅览
张文静, 刘樵, 朱辉. 基于信息论方法的多等级位置隐私度量与保护[J]. 通信学报, 2019,40(12):51-59.

Wenjing ZHANG, Qiao LIU, Hui ZHU. Evaluation and protection of multi-level location privacy based on an information theoretic approach[J]. Journal on communications, 2019, 40(12): 51-59.
张文静, 刘樵, 朱辉. 基于信息论方法的多等级位置隐私度量与保护[J]. 通信学报, 2019,40(12):51-59. DOI： 10.11959/j.issn.1000-436x.2019235.

Wenjing ZHANG, Qiao LIU, Hui ZHU. Evaluation and protection of multi-level location privacy based on an information theoretic approach[J]. Journal on communications, 2019, 40(12): 51-59. DOI： 10.11959/j.issn.1000-436x.2019235.

摘要

针对位置数据拥有者对数据使用者具有不同的信任程度时，会对使用者进行不同等级的划分并向其发布不同扰动程度的位置数据这一场景中的隐私泄露问题，提出了基于信息论中的互信息的隐私度量方法与保护问题。此外，基于互信息提出了度量攻击者获取不同等级的扰动数据而对真实位置数据进行更精确的推断分析所造成的隐私泄露的方法。借鉴用于求解率失真函数的Blahut-Arimoto算法提出了多等级位置隐私保护机制。实验结果表明，在上述2种问题场景中，所提位置隐私保护机制与基于差分隐私的位置隐私保护方法相比具有更低的隐私泄露，且当真实位置数据具有显著不同的受欢迎程度时，优势更明显。

Abstract

A privacy metric based on mutual information was proposed to measure the privacy leakage occurred when location data owner trust data users at different levels and need to publish the distorted location data to each user according to her trust level

based on which an location privacy protection mechanism (LPPM)was generated to protect user’s location privacy.In addition

based on mutual information

a metric was proposed to measure the privacy leakage caused by attackers obtaining different levels of distorted location data and then performing inference attack on the original location data more accurately.Another privacy metric was also proposed to quantify the information leakage occurred in the scenario based on mutual information.In particular

the proposed privacy mechanism was designed by modifying Blahut-Arimoto algorithm in rate-distortion theory.Experimental results show the superiority of the proposed LPPM over an existing LPPM in terms of location privacyutility tradeoff in both scenarios

which is more conspicuous when there are highly popular locations.

关键词

Keywords

references

KIDO H , YANAGISAWA Y , SATOH T . Protection of location privacy using dummies for location based services [C ] // 21st International Conference on Data Engineering Workshops . 2005 : 1248 - 1248 .

AHAMED S I , HAQUE M M , HASAN C S . A novel location privacy framework without trusted third party based on location anonymity prediction [J ] . ACM SIGAPP Applied Computing Review , 2012 , 12 ( 1 ): 24 - 34 .

BAMBA B , LIU L , PESTI P , et al . Supporting anonymous location queries in mobile environments with privacygrid [C ] // The 17th International Conference on World Wide Web . 2008 : 237 - 246 .

CHENG R , ZHANG Y , BERTINO E , et al . Preserving user location privacy in mobile data management infrastructures [C ] // International Workshop on Privacy Enhancing Technologies . 2006 : 393 - 412 .

GEDIK B , LIU L . A customizable k-anonymity model for protecting location privacy [R ] . Georgia Institute of Technology , 2004 .

GHINITA G , KALNIS P , SKIADOPOULOS S . PRIVE:anonymous location-based queries in distributed mobile systems [C ] // The 16th International Conference on World Wide Web . 2007 : 371 - 380 .

KALNIS P , GHINITA G , MOURATIDIS K , et al . Preventing location-based identity inference in anonymous spatial queries [J ] . IEEE Transactions on Knowledge and Data Engineering , 2007 , 19 ( 12 ): 1719 - 1733 .

MOKBEL M F , CHOW C Y , AREF W G . The new casper:query processing for location services without compromising privacy [C ] // The 32nd International Conference on Very Large Data Bases . 2006 : 763 - 774 .

ANDRẺS M E , BORDENABE N E , CHATZIKOKOLAKIS K , et al . Geo-indistinguishability:differential privacy for location-based systems [C ] // ACM Conference on Computer and Communications Security . ACM , 2013 .

BORDENABE N E , CHATZIKOKOLAKIS K , PALAMIDESSI C . Optimal geo-indistinguishable mechanisms for location privacy [C ] // The 2014 ACM SIGSAC Conference on Computer and Communications Security . 2014 : 251 - 262 .

SWEENEY L . k-anonymity:a model for protecting privacy [J ] . International Journal of Uncertainty,Fuzziness and Knowledge-Based Systems , 2002 , 10 ( 5 ): 557 - 570 .

GRUTESER M , GRUNWALD D . Anonymous usage of location-based services through spatial and temporal cloaking [C ] // The 1st International Conference on Mobile systems,Applications and Services . 2003 : 31 - 42 .

XIAO Z , MENG X , XU J . Quality aware privacy protection for location-based services [C ] // International Conference on Database Systems for Advanced Applications . 2007 : 434 - 446 .

LI C , PALANISAMY B . ReverseCloak:Protecting multi-level location privacy over road networks [C ] // The 24th ACM International on Conference on Information and Knowledge Management . 2015 : 673 - 682 .

SANKAR L , RAJAGOPALAN S R , POOR H V . Utility-privacy tradeoffs in databases:an information-theoretic approach [J ] . IEEE Transactions on Information Forensics and Security , 2013 , 8 ( 6 ): 838 - 852 .

CALMON F D P , FAWAZ N . Privacy against statistical inference [C ] // The 50th Annual Allerton Conference on Communication,Control,and Computing . 2012 : 1401 - 1408 .

OYA S , TRONCOSO C ， PẺREZ-GONZẢLEZ F . Back to the drawing board:revisiting the design of optimal location privacy-preserving mechanisms [C ] // The 2017 ACM SIGSAC Conference on Computer and Communications Security . 2017 : 1959 - 1972 .

COVER T M , THOMAS J A . Elements of Information Theory [M ] . New Jersey : John Wiley ＆ SonsPress , 2012 .

CSISZ I,TUSNẢDY G . Information geometry and alternating minimization procedures [J ] . Statistics and Decisions , 1984 ( 1 ): 205 - 237 .

BLAHUT R . Computation of channel capacity and rate-distortion functions [J ] . IEEE Transactions on Information Theory , 1972 , 18 ( 4 ): 460 - 473 .

ANDRẺS M E , BORDENABE N E , CHATZIKOKOLAKIS K , et al . Geo-indistinguishability:differential privacy for location-based systems [C ] // The 20th ACM conference on Computer and Communications Security . 2013 : 901 - 914 .

浏览量

1043

下载量

CSCD

文章被引用时，请邮件提醒。

提交

工具集

关联资源

基于率失真理论的视频编码码率控制