Application Research on Genetic Algorithm in Anomaly Detection

被引:0
|
作者
Cheng, Xiang [1 ]
Huang, Guo-Geng
Wang, Yan-Hong [1 ]
机构
[1] Jingdezhen Ceram Inst, Inst Informat Engn, Jindezhen, Peoples R China
关键词
support vector machines; genetic algorithm; anomaly detection;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this paper, we present a genetic algorithm and a SVM (support vector machines) classification method applied to the anomaly detection problems, which optimizes the kernel parameters for SVM. Application of the method yields a major improvement of detection accuracy.
引用
收藏
页码:132 / 135
页数:4
相关论文
共 50 条
  • [31] MILA – multilevel immune learning algorithm and its application to anomaly detection
    D. Dasgupta
    S. Yu
    N. S. Majumdar
    Soft Computing, 2005, 9 : 172 - 184
  • [32] MILA - multilevel immune learning algorithm and its application to anomaly detection
    Dasgupta, D
    Yu, S
    Majumdar, NS
    SOFT COMPUTING, 2005, 9 (03) : 172 - 184
  • [33] Anomaly Detection in Cyber-physical Systems based on Genetic Algorithm with Dynamic Thresholding Detection
    Vaughn, Javeyon
    Acquaah, Yaa Takyiwaa
    Roy, Kaushik
    2024 7TH INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE, BIG DATA, COMPUTING AND DATA COMMUNICATION SYSTEMS, ICABCD 2024, 2024,
  • [34] Optimizing False Positive In Anomaly based Intrusion Detection using Genetic Algorithm
    Narsingyani, Dipika
    Kale, Ompriya
    2015 IEEE 3RD INTERNATIONAL CONFERENCE ON MOOCS, INNOVATION AND TECHNOLOGY IN EDUCATION (MITE), 2015, : 72 - 77
  • [35] A Novel Anomaly Detection Algorithm
    Zhang, Kui
    PROCEEDINGS OF THE 2009 INTERNATIONAL CONFERENCE ON COMPUTER AND COMMUNICATIONS SECURITY, 2009, : 14 - 16
  • [36] Research on the Algorithm of Small Object Detection of Image Based on Genetic Algorithm
    Pan, Xiuqin
    Lu, Yong
    Zhao, Yue
    Xu, Xiaona
    Cao, Yongcun
    2008 INTERNATIONAL SYMPOSIUM ON INTELLIGENT INFORMATION TECHNOLOGY APPLICATION WORKSHOP: IITA 2008 WORKSHOPS, PROCEEDINGS, 2008, : 420 - 423
  • [37] The Application Research of Improved Cloud Genetic Annealing Algorithm
    Gu, Xiaolin
    Huang, Ming
    Liang, Xu
    PROCEEDINGS OF 2016 2ND INTERNATIONAL CONFERENCE ON CLOUD COMPUTING AND INTERNET OF THINGS (CCIOT), 2016, : 143 - 147
  • [38] research and application of hybrid random selection genetic algorithm
    Zhu Jin
    Huai Li-bo
    Cui Rong-yi
    2017 10TH INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN (ISCID), VOL. 1, 2017, : 330 - 333
  • [39] The Research of Genetic Ant Colony Algorithm and Its Application
    Zhang Wei-guo
    Lu Tian-yu
    SECOND SREE CONFERENCE ON ENGINEERING MODELLING AND SIMULATION (CEMS 2012), 2012, 37 : 101 - 106
  • [40] Application of genetic algorithm for optimization of NQR signal detection
    Oproescu, Mihai
    Iana, Gabriel, V
    Monea, Cristian
    PROCEEDINGS OF THE 11TH INTERNATIONAL CONFERENCE ON ELECTRONICS, COMPUTERS AND ARTIFICIAL INTELLIGENCE (ECAI-2019), 2019,