An intrusion detection method based on rough set and SVM algorithm

被引:6
|
作者
Hong, P [1 ]
Zhang, DN [1 ]
Wu, TF [1 ]
机构
[1] Xihua Univ, Sch Comp & Math Phys Sci, Chengdu 610039, Peoples R China
关键词
Intrusion Detection; network security; Support Vector Machine; Rough Set;
D O I
10.1109/ICCCAS.2004.1346374
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes an intrusion detection method that combines rough set and SVM algorithm. In virtue of the ability rough set has to decrease the amount of data and get rid of redundancy, the method can reduce amount of training data and overcome SVM's defect of slow running speed when process large dataset, At the same time, by the aid of SVM algorithm the method can classify the core of property set as to have extensiveness and high identification rate, and avoid disturbance. Experimental results show this method is better than other methods reported in the literature in terms of detection resolution.
引用
收藏
页码:1127 / 1130
页数:4
相关论文
共 50 条
  • [41] A method of SVM with Normalization in Intrusion Detection
    Li, Weijun
    Liu, Zhenyu
    2011 2ND INTERNATIONAL CONFERENCE ON CHALLENGES IN ENVIRONMENTAL SCIENCE AND COMPUTER ENGINEERING (CESCE 2011), VOL 11, PT A, 2011, 11 : 256 - 262
  • [42] Intrusion detection using rough-fuzzy set and parallel quantum genetic algorithm
    Ling, Zhang
    Qi, Gui
    Min, Huang
    JOURNAL OF HIGH SPEED NETWORKS, 2024, 30 (01) : 69 - 81
  • [43] Network Intrusion Rules Extraction Based on Rough Set and Niche Genetic Algorithm
    Shi Changqiong
    Wang Dawei
    Huang Hui
    Zhang, Dafang
    PROCEEDINGS OF THE INTERNATIONAL SYMPOSIUM ON ELECTRONIC COMMERCE AND SECURITY, 2008, : 476 - +
  • [44] An intrusion detection method based on WPSO-SVM and KPCA
    Li, Lei
    Liu, Kongyuan
    Journal of Information and Computational Science, 2014, 11 (05): : 1403 - 1410
  • [45] A New Intrusion Detection Method Based on BPSO-SVM
    Ma, Jing
    Liu, Xingwei
    Liu, Sijia
    PROCEEDINGS OF THE 2008 INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN, VOL 1, 2008, : 473 - 477
  • [46] Research on the Detection of Network Intrusion Prevention with SVM Based Optimization Algorithm
    Wang, Debing
    Xu, Guangyu
    INFORMATICA-AN INTERNATIONAL JOURNAL OF COMPUTING AND INFORMATICS, 2020, 44 (02): : 269 - 273
  • [47] Intrusion detection algorithm based on CDRM-SVM with optimized threshold
    Chen, Zhenguo
    Li, Dongyan
    Geng, Zilin
    Dongnan Daxue Xuebao (Ziran Kexue Ban)/Journal of Southeast University (Natural Science Edition), 2008, 38 (SUPPL. 1): : 68 - 72
  • [48] SVM Based MLP Neural Network Algorithm and Application in Intrusion Detection
    Hou, Yong
    Zheng, Xue Feng
    ARTIFICIAL INTELLIGENCE AND COMPUTATIONAL INTELLIGENCE, PT III, 2011, 7004 : 340 - 345
  • [49] Genetic algorithm to improve SVM based network intrusion detection system
    Kim, DS
    Nguyen, HN
    Park, JS
    AINA 2005: 19TH INTERNATIONAL CONFERENCE ON ADVANCED INFORMATION NETWORKING AND APPLICATIONS, VOL 2, 2005, : 155 - 158
  • [50] Application of rough set theory to intrusion detection system
    Wang, Xuren
    He, Famei
    Liu, Lizhen
    GRC: 2007 IEEE INTERNATIONAL CONFERENCE ON GRANULAR COMPUTING, PROCEEDINGS, 2007, : 562 - +