Computational data privacy in wireless networks

被引:0
|
作者
Jian Wang
Zhipeng Wu
Yanheng Liu
Weiwen Deng
Heekuck Oh
机构
[1] Jilin University,College of Computer Science and Technology
[2] Jilin University,College of Software
[3] Jilin University,Key Laboratory of Symbolic Communication and Knowledge Engineering of Ministry of Education
[4] Jilin University,State Key Laboratory of Automotive Simulation and Control
[5] Hanyang University,Department of Computer Science and Engineering
关键词
Wireless network; Data privacy; Privacy quantification; Privacy protection; Privacy entropy; Privacy joint entropy;
D O I
暂无
中图分类号
学科分类号
摘要
Wireless networks appeal to privacy eavesdroppers that secretly capture packets from the open medium and read the metadata and data content in search of any type of information through data mining and statistical analysis. Addressing the problems of personal privacy for wireless users will require flexible privacy protection mechanisms adaptively to the frequently varying context. Privacy quantification is prerequisite for enabling a context-aware privacy protection in wireless networks. This paper proposes to quantify the data privacy during wireless communication processes. We give a computational quantification method of data privacy through introducing the concepts of privacy entropy and privacy joint entropy, which permits users and applications to on-demand customize their preferential sensitivity extent of privacy leakage and protection strength. Accordingly, we put forward a data-privacy protection scheme in order to explain how to utilize the proposed computational quantification method of data privacy against the excessive disclosure of data privacy. The results show that the computational quantitation method can effectively characterize the real-time fluctuation of data privacy during communication processes and provide the reliable judgment to context-aware privacy protection, which enables to real-timely control the present data privacy to an anticipated target and to balance a tradeoff between the data privacy and communication efficiency.
引用
收藏
页码:865 / 873
页数:8
相关论文
共 50 条
  • [1] Computational data privacy in wireless networks
    Wang, Jian
    Wu, Zhipeng
    Liu, Yanheng
    Deng, Weiwen
    Oh, Heekuck
    PEER-TO-PEER NETWORKING AND APPLICATIONS, 2017, 10 (04) : 865 - 873
  • [2] Privacy and Robustness for Data Aggregation in Wireless Sensor Networks
    Iskander, Marian K.
    Lee, Adam J.
    Mosse, Daniel
    PROCEEDINGS OF THE 17TH ACM CONFERENCE ON COMPUTER AND COMMUNICATIONS SECURITY (CCS'10), 2010, : 699 - 701
  • [3] DATA SECURITY AND PRIVACY IN WIRELESS BODY AREA NETWORKS
    Li, Ming
    Lou, Wenjing
    Ren, Kui
    IEEE WIRELESS COMMUNICATIONS, 2010, 17 (01) : 51 - 58
  • [4] Query Privacy Preserving for Data Aggregation in Wireless Sensor Networks
    Liu, X.
    Zhang, X.
    Yu, J.
    Fu, C.
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2020, 2020
  • [5] Efficient aggregation technique for data privacy in wireless sensor networks
    Raja, Manjula
    Datta, Raja
    IET NETWORKS, 2018, 7 (05) : 287 - 293
  • [6] Protecting Classification Privacy Data Aggregation in Wireless Sensor Networks
    Yao, Jianbo
    Wen, Guangjun
    2008 4TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-31, 2008, : 3964 - 3968
  • [7] A SURVEY ON PRIVACY PRESERVING DATA AGGREGATION IN WIRELESS SENSOR NETWORKS
    Vinodha, D.
    Anita, E. A. Mary
    2017 INTERNATIONAL CONFERENCE ON INFORMATION COMMUNICATION AND EMBEDDED SYSTEMS (ICICES), 2017,
  • [8] A data privacy protective mechanism for wireless body area networks
    Xu, GuangXia
    Wu, Qun
    Daneshmand, Mahmoud
    Liu, Yanbing
    Wang, ManMan
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2016, 16 (13): : 1746 - 1758
  • [9] Research of Privacy Preservation of Data Aggregation in Wireless Sensor Networks
    Liu, Zhenyu
    Xu, Feng
    2021 2ND INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING AND INTELLIGENT CONTROL (ICCEIC 2021), 2021, : 16 - 19
  • [10] Privacy Protection of Node Location and Data in Wireless Sensor Networks
    Huan, He
    INTERNATIONAL JOURNAL OF ONLINE ENGINEERING, 2016, 12 (11) : 34 - 39