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
  • [31] A Review on Density-Based Clustering Algorithms for Big Data Analysis
    Reddy, K. Shyam Sunder
    Bindu, C. Shoba
    2017 INTERNATIONAL CONFERENCE ON I-SMAC (IOT IN SOCIAL, MOBILE, ANALYTICS AND CLOUD) (I-SMAC), 2017, : 123 - 130
  • [32] An improved anonymity model for big data security based on clustering algorithm
    Yin, Chunyong
    Zhang, Sun
    Xi, Jinwen
    Wang, Jin
    CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2017, 29 (07):
  • [33] Analysis of Mahout Big Data Clustering Algorithms
    Sharma, Ishan
    Tiwari, Rajeev
    Rana, Hukam Singh
    Anand, Abhineet
    INTELLIGENT COMMUNICATION, CONTROL AND DEVICES, ICICCD 2017, 2018, 624 : 999 - 1008
  • [34] A survey on parallel clustering algorithms for Big Data
    Zineb Dafir
    Yasmine Lamari
    Said Chah Slaoui
    Artificial Intelligence Review, 2021, 54 : 2411 - 2443
  • [35] A survey on parallel clustering algorithms for Big Data
    Dafir, Zineb
    Lamari, Yasmine
    Slaoui, Said Chah
    ARTIFICIAL INTELLIGENCE REVIEW, 2021, 54 (04) : 2411 - 2443
  • [36] Scalable Clustering Algorithms for Big Data: A Review
    Mahdi, Mahmoud A.
    Hosny, Khalid M.
    Elhenawy, Ibrahim
    IEEE ACCESS, 2021, 9 : 80015 - 80027
  • [37] Research on the clustering algorithm of ocean big data based on self-organizing neural network
    Li, Yongyi
    Yang, Zhongqiang
    Han, Kaixu
    COMPUTATIONAL INTELLIGENCE, 2020, 36 (04) : 1609 - 1620
  • [38] Research on the Security Analysis and Management of the Network Information System Based on the Big Data Decision Making
    Liu, Weigang
    CYBER SECURITY INTELLIGENCE AND ANALYTICS, 2020, 928 : 224 - 229
  • [39] Research on Education Big Data Security Strategy under Network Environment
    Tian Fupeng
    2021 IEEE 6TH INTERNATIONAL CONFERENCE ON BIG DATA ANALYTICS (ICBDA 2021), 2021, : 19 - 22
  • [40] Research on Security System of Computer Network Big Data Encryption System
    Yu, Xin
    Li, Yuan
    2023 3RD ASIA-PACIFIC CONFERENCE ON COMMUNICATIONS TECHNOLOGY AND COMPUTER SCIENCE, ACCTCS, 2023, : 631 - 635