Research on intrusion detection systems based on Levenberg-Marquardt algorithm

被引：3
|
作者：
Ling, Ming-Qing [1 ]
Liu, Wei-Wei [1 ]
机构：
[1] Beijing Jiaotong Univ, Sch Comp & Informat Technol, Beijing 100044, Peoples R China
来源：
PROCEEDINGS OF 2008 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7 | 2008年
关键词：
information security; intrusion detection; neural network; LM algorithm;
D O I：
10.1109/ICMLC.2008.4621045
中图分类号：
TP3 [计算技术、计算机技术];
学科分类号：
0812 ;
摘要：
Intrusion detection system is a hot spot in the researching domain of information security. The paper puts forward an intrusion detection model called LMBP. Firstly the paper does a research on different optimal algorithms of BP (Back Propagation) networks and then combines improved BP algorithm with Levenberg-Marquardt algorithm to device LMBP. Based on this model the LM-HIDS intrusion detection system is established. The result of the experiment shows that it is an efficient way to detect host intrusion by applying Levenberg-Marquardt algorithm to optimize BP network.
引用
收藏
页码：3684 / 3688
页数：5
相关论文
共 50 条
  • [1] Intrusion Detection based on KELM with Levenberg-Marquardt Optimization
    Jayaprakash, R.
    Murugappan, S.
    2015 INTERNATIONAL CONFERENCE ON COMMUNICATIONS AND SIGNAL PROCESSING (ICCSP), 2015, : 154 - 156
  • [2] A Parallel Levenberg-Marquardt Algorithm
    Cao, Jun
    Novstrup, Krista A.
    Goyal, Ayush
    Midkiff, Samuel R.
    Caruthers, James M.
    ICS'09: PROCEEDINGS OF THE 2009 ACM SIGARCH INTERNATIONAL CONFERENCE ON SUPERCOMPUTING, 2009, : 450 - 459
  • [3] Radar Target Detection by Using Levenberg-Marquardt Algorithm
    Nasret, Ali Najdet
    Kamal, Ayoub Esam
    Mahmood, Zuhiar Shakor
    PRZEGLAD ELEKTROTECHNICZNY, 2023, 99 (03): : 265 - 270
  • [4] Adaptive Levenberg-Marquardt Algorithm: A New Optimization Strategy for Levenberg-Marquardt Neural Networks
    Yan, Zhiqi
    Zhong, Shisheng
    Lin, Lin
    Cui, Zhiquan
    MATHEMATICS, 2021, 9 (17)
  • [5] Research on EEG Classification with Neural Networks Based on the Levenberg-Marquardt Algorithm
    Chen, Yue
    Zhang, Shaobai
    INFORMATION COMPUTING AND APPLICATIONS, PT 2, 2012, 308 : 195 - 202
  • [6] Levenberg-Marquardt Iterative Algorithm for Hammerstein Nonlinear Systems
    Zhou, Lincheng
    Li, Xiangli
    Xu, Huigang
    Zhu, Peiyi
    FOURTH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND INFORMATION SCIENCES (CCAIS 2015), 2015, : 280 - 284
  • [7] Research on Ultrasonic Measurement of Partial Discharge Based on Levenberg-Marquardt Algorithm
    Wang, Yulong
    Li, Lili
    Chen, Xiaoliang
    PROCEEDINGS OF THE 2015 5TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCES AND AUTOMATION ENGINEERING, 2016, 42 : 1004 - 1007
  • [8] A Levenberg-Marquardt Algorithm for Sparse Identification of Dynamical Systems
    Haring, Mark
    Grotli, Esten Ingar
    Riemer-Sorensen, Signe
    Seel, Katrine
    Hanssen, Kristian Gaustad
    IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2023, 34 (11) : 9323 - 9336
  • [9] The Parallel Modification to the Levenberg-Marquardt Algorithm
    Bilski, Jaroslaw
    Kowalczyk, Bartosz
    Grzanek, Konrad
    ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING, ICAISC 2018, PT I, 2018, 10841 : 15 - 24
  • [10] An inverse hull design based on Levenberg-Marquardt algorithm
    Huang, Yujia
    Feng, Baiwei
    Liu, Zuyuan
    Ship Building of China, 2014, 55 (01) : 66 - 75
12345