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

页码：3684 / 3688

页数：5

共 50 条

[41] Optimization of the Black-Box Arc Models for DC Current Limiting Circuit Breakers Using Levenberg-Marquardt Algorithm
Park, Kyu-Hoon
Usman, Muhammad
Lee, Bang-Wook
IEEE ACCESS, 2023, 11 : 127334 - 127347
[42] Investigating the trade-off between response time and complexity in the Levenberg-Marquardt ANN-MPPT algorithm used in wind energy conversion systems
Kawashty, Amro A.
Abdellatif, Sameh O.
Ebrahim, Gamal A.
Ghali, Hani A.
DISCOVER SUSTAINABILITY, 2023, 4 (01):
[43] Emotion recognition using eigenvalues and Levenberg–Marquardt algorithm-based classifier
Vilas H Gaidhane
Yogesh V Hote
Vijander Singh
Sādhanā, 2016, 41 : 415 - 423
[44] RETRACTED: Levenberg-Marquardt Neural Network for Prediction of Material Mechanical Properities (Retracted Article)
Tang Jia-li
Liu Yi-jun
Wu Fang-sheng
2ND IEEE INTERNATIONAL CONFERENCE ON ADVANCED COMPUTER CONTROL (ICACC 2010), VOL. 4, 2010, : 94 - 98
[45] MIMO System Identification with Extended MADALINE Neural Network Trained by Levenberg-Marquardt Method
Zhang, Wenle
26TH CHINESE CONTROL AND DECISION CONFERENCE (2014 CCDC), 2014, : 1191 - 1196
[46] The Research of Intrusion Detection Based on Mixed Clustering Algorithm
Liu, Nanyan
COMPUTATIONAL INTELLIGENCE AND INTELLIGENT SYSTEMS, 2012, 316 : 92 - 100
[47] Intrusion Detection Technology Research Based on Apriori Algorithm
Li Hanguang
Ni Yu
INTERNATIONAL CONFERENCE ON APPLIED PHYSICS AND INDUSTRIAL ENGINEERING 2012, PT C, 2012, 24 : 1615 - 1620
[48] Intrusion detection research based on SVM and intelligence algorithm
Zhao, Jian-hua
Li, Wei-hua
International Journal of Advancements in Computing Technology, 2012, 4 (16) : 445 - 452
[49] Development of a coupled wavelet transform and evolutionary Levenberg-Marquardt neural networks for hydrological process modeling
Abbaszadeh, Peyman
Alipour, Atieh
Asadi, Shahrokh
COMPUTATIONAL INTELLIGENCE, 2018, 34 (01) : 175 - 199
[50] Numerical solutions of the Wolbachia invasive model using Levenberg-Marquardt backpropagation neural network technique
Faiz, Zeshan
Javeed, Shumaila
Ahmed, Iftikhar
Baleanu, Dumitru
Riaz, Muhammad Bilal
Sabir, Zulqurnain
RESULTS IN PHYSICS, 2023, 50

← 1 2 3 4 5 →