Research on network security defence based on big data clustering algorithms

被引:4
|
作者
Zhao J. [1 ]
机构
[1] Henan Polytechnic Institute, Henan, Nanyang
关键词
Big data; Improved clustering algorithm; Network security defence;
D O I
10.1504/IJICS.2021.116931
中图分类号
学科分类号
摘要
To improve the security of network in big data era, the improved clustering algorithm is applied to carry out network security defence. Firstly, application of large data clustering algorithms in network security defence is analysed. Secondly, network security defence model is studied, and corresponding mathematical model is designed. Thirdly, the improved clustering algorithm based on big data is established through analysis text requirements and data characteristics. Finally, simulation analysis is carried out, and the effectiveness of the proposed algorithm is verified. The theory analysis results show that the proposed model can provide the theoretical basis for designing network information security defence system. Copyright 2021 Inderscience Enterprises Ltd.
引用
收藏
页码:343 / 356
页数:13
相关论文
共 50 条
  • [41] Research on Personal Information Security on Social Network in Big Data Era
    Li Yuqing
    2017 INTERNATIONAL CONFERENCE ON SMART GRID AND ELECTRICAL AUTOMATION (ICSGEA), 2017, : 676 - 678
  • [42] Big Data Security Survey on Frameworks and Algorithms
    Chandra, Sudipta
    Ray, Soumya
    Goswami, R. T.
    2017 7TH IEEE INTERNATIONAL ADVANCE COMPUTING CONFERENCE (IACC), 2017, : 48 - 54
  • [43] Research on Data Security Protection Method Based on Big Data Technology
    Liu, Donglan
    Wang, Rui
    Zhang, Hao
    Ma, Lei
    Liu, Xin
    Huang, Hua
    Chang, Yingxian
    2020 12TH INTERNATIONAL CONFERENCE ON COMMUNICATION SOFTWARE AND NETWORKS (ICCSN 2020), 2020, : 79 - 83
  • [44] Research on Data Security Ecosystem Construction Based on Big Data Background
    Ma, Rui
    Wen, Qiong-juan
    Lin, Hong-zhen
    Jiang, Yun-jun
    PROCEEDINGS OF THE 2018 2ND INTERNATIONAL CONFERENCE ON ECONOMIC DEVELOPMENT AND EDUCATION MANAGEMENT (ICEDEM 2018), 2018, 290 : 529 - 531
  • [45] RETRACTED: DBSCAN Clustering Algorithm Based on Big Data Is Applied in Network Information Security Detection (Retracted Article)
    Zhang, Yan
    SECURITY AND COMMUNICATION NETWORKS, 2022, 2022
  • [46] Network security Mode analysis based on big data environment
    Xu, Shuning
    2020 INTERNATIONAL CONFERENCE ON BIG DATA & ARTIFICIAL INTELLIGENCE & SOFTWARE ENGINEERING (ICBASE 2020), 2020, : 50 - 53
  • [47] Optimization of network security protection posture based on data clustering
    Zhu J.
    Applied Mathematics and Nonlinear Sciences, 2024, 9 (01)
  • [48] Optimization of network security protection situation based on data clustering
    Ye, Wei
    Wang, Hongkai
    Zhong, Yijun
    INTERNATIONAL JOURNAL OF SYSTEM ASSURANCE ENGINEERING AND MANAGEMENT, 2022,
  • [49] Application of big data in network security
    Yao, Rongheng
    Peng, Yongyu
    AGRO FOOD INDUSTRY HI-TECH, 2017, 28 (03): : 944 - 946
  • [50] Analysis and Research on the Big Data Security Based on Cloud Platform
    Yang, Bo
    PROCEEDINGS OF THE 4TH INTERNATIONAL CONFERENCE ON MECHATRONICS, MATERIALS, CHEMISTRY AND COMPUTER ENGINEERING 2015 (ICMMCCE 2015), 2015, 39 : 303 - 307