Customer Data Privacy Protection Method Based On Singular Value Decomposition Clustering Algorithm

被引:0
|
作者
Zhao, Tao [1 ]
Zhu, Hongbin [1 ]
Liu, Shenglong [1 ]
Wang, Heng [1 ]
Yang, Ruxia [2 ,3 ]
Gao, Xianzhou [2 ,3 ]
机构
[1] State Grid Corp China, Big Data Ctr, Beijing, Peoples R China
[2] Global Energy Interconnect Res Inst Co Ltd, Nanjing, Peoples R China
[3] State Grid Key Lab Informat & Network Secur, Nanjing, Peoples R China
来源
INTERNATIONAL SYMPOSIUM ON ARTIFICIAL INTELLIGENCE AND ROBOTICS 2021 | 2021年 / 11884卷
关键词
Singular value decomposition clustering algorithm; Privacy protection; Dynamic update; Sensitive properties;
D O I
10.1117/12.2604864
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
As the information technology develops rapidly, the large-scale personal data such as sensors or IoT (Internet of Things) equipment is kept in the cloud or data centers. Sometimes, the data owner in cloud center needs to publish the data. Therefore, in the face of the risk of personal information leakage, how to take full advantage of data has become a hot research topic. When data is published many times, personal privacy is also disclosed. Thus, this paper puts forward a new clustering algorithm based on singular value decomposition to finish the clustering process. The ideas of distance and information entropy are considered to flexibly adjust data availability and privacy protection in this way. Secondly, this paper also puts forward a dynamic update mechanism to ensure that personal data will not be leaked after multiple releases and minimize information loss. Finally, the effectiveness and superiority of this method are verified by experiments.
引用
收藏
页数:6
相关论文
共 50 条
  • [41] A Local Differential Privacy Based Privacy-Preserving Grid Clustering Method
    Zhang D.-Y.
    Ni W.-W.
    Zhang S.
    Fu N.
    Hou L.-H.
    Jisuanji Xuebao/Chinese Journal of Computers, 2023, 46 (02): : 422 - 435
  • [42] Anatomy: Uncertain data k-anonymity privacy protection algorithm
    Ren, Xiangmin
    Jia, Boxuan
    Wang, Kechao
    ADVANCES IN MECHATRONICS AND CONTROL ENGINEERING II, PTS 1-3, 2013, 433-435 : 1689 - +
  • [43] A location data protection protocol based on differential privacy
    Guo, Ping
    Ye, Baopeng
    Chen, Yuling
    Li, Tao
    Yang, Yixian
    Qian, Xiaobin
    2021 IEEE INTL CONF ON DEPENDABLE, AUTONOMIC AND SECURE COMPUTING, INTL CONF ON PERVASIVE INTELLIGENCE AND COMPUTING, INTL CONF ON CLOUD AND BIG DATA COMPUTING, INTL CONF ON CYBER SCIENCE AND TECHNOLOGY CONGRESS DASC/PICOM/CBDCOM/CYBERSCITECH 2021, 2021, : 306 - 311
  • [44] Location privacy protection method based on attribute-based privacy information retrieval
    Du G.
    Zhang L.
    Ma C.
    Zhang G.
    Harbin Gongcheng Daxue Xuebao/Journal of Harbin Engineering University, 2021, 42 (05): : 680 - 686
  • [45] Privacy Protection Method in the Era of Cloud Computing and Big Data
    Liu, Ying
    INTERNATIONAL CONFERENCE ON ENGINEERING TECHNOLOGY AND APPLICATION (ICETA 2015), 2015, 22
  • [46] Designing of Privacy Protection Platform Based on Data Mining
    Zhou Bing
    Zeng Zhihua
    PROCEEDINGS OF THE 2015 INTERNATIONAL INDUSTRIAL INFORMATICS AND COMPUTER ENGINEERING CONFERENCE, 2015, : 1251 - 1254
  • [47] Blockchain Privacy Protection Based on Post Quantum Threshold Algorithm
    Wu, Faguo
    Zhou, Bo
    Jiang, Jie
    Lei, Tianyu
    Song, Jiale
    CMC-COMPUTERS MATERIALS & CONTINUA, 2023, 76 (01): : 957 - 973
  • [48] Privacy protection algorithm for the internet of vehicles based on local differential privacy and game model
    Han W.
    Cheng M.
    Lei M.
    Xu H.
    Yang Y.
    Qian L.
    Computers, Materials and Continua, 2020, 64 (02) : 1025 - 1038
  • [49] Privacy Protection Algorithm for the Internet of Vehicles Based on Local Differential Privacy and Game Model
    Han, Wenxi
    Cheng, Mingzhi
    Lei, Min
    Xii, Hanwen
    Yang, Yu
    Qian, Lei
    CMC-COMPUTERS MATERIALS & CONTINUA, 2020, 64 (02): : 1025 - 1038
  • [50] Data Privacy Protection Based on Micro Aggregation with Dynamic Sensitive Attribute Updating
    Shi, Yancheng
    Zhang, Zhenjiang
    Chao, Han-Chieh
    Shen, Bo
    SENSORS, 2018, 18 (07)