A Self-Organized Multiagent System for Intrusion Detection

被引：0

作者：

Palomo, Esteban J. ^{[1
]}

Dominguez, Enrique ^{[1
]}

Luque, Rafael M. ^{[1
]}

Munoz, Jose ^{[1
]}

机构：

[1] Univ Malaga, Dept Comp Sci, ETSI Informat, E-29071 Malaga, Spain

来源：

AGENTS AND DATA MINING INTERACTION | 2009年 / 5680卷

关键词：

Multiagent system; data mining; growing self-organization; network security; ANOMALY DETECTION;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

This paper describes a multiagent system with capabilities to analyze and discover knowledge gathered from distributed agents. These enhanced capabilities are obtained through a dynamic self-organizing map and a multiagent communication system. The central administrator agent dynamically obtains information about the attacks or intrusions from the distributed agents and maintains a knowledge pool using a proposed growing self-organizing map. The approach integrates traditional mathematical and data mining techniques with a multiagent system. The proposed system is used to build an intrusion detection system (IDS) as a network security application. Finally, experimental results are presented to confirm the good performance of the proposed system.

引用

页码：84 / 94

页数：11

共 50 条

[1] A Self-organized Multiagent System for Industry 4.0
Sitton Candanedo, Ines
DISTRIBUTED COMPUTING AND ARTIFICIAL INTELLIGENCE, 2019, 801 : 409 - 413
[2] An Efficient Self-Organized Detection System for Algae
Gong, Xingrui
Ma, Chao
Sun, Beili
Zhang, Junyi
SENSORS, 2023, 23 (03)
[3] Self-organized criticality & stochastic learning based intrusion detection system for wireless sensor networks
Doumit, SS
Agrawal, DP
MILCOM 2003 - 2003 IEEE MILITARY COMMUNICATIONS CONFERENCE, VOLS 1 AND 2, 2003, : 609 - 614
[4] Real-time Intrusion Detection System based on Self-Organized Maps and Feature Correlations
Oh, Hayoung
Chae, Kijoon
THIRD 2008 INTERNATIONAL CONFERENCE ON CONVERGENCE AND HYBRID INFORMATION TECHNOLOGY, VOL 2, PROCEEDINGS, 2008, : 1154 - +
[5] Modeling multiagent systems as self-organized critical systems
Marcenac, P
PROCEEDINGS OF THE THIRTY-FIRST HAWAII INTERNATIONAL CONFERENCE ON SYSTEM SCIENCES, VOL V: MODELING TECHNOLOGIES AND INTELLIGENT SYSTEMS TRACK, 1998, : 86 - 95
[6] Distributed MPC for Self-Organized Cooperation of Multiagent Systems
Koehler, Matthias
Mueller, Matthias A.
Allgoewer, Frank
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2024, 69 (11) : 7988 - 7995
[7] Self-Organized Mechanism for Distributed Setup of Multiple Heterogeneous Intrusion Detection Systems
Bartos, Karel
Rehak, Martin
2012 IEEE SIXTH INTERNATIONAL CONFERENCE ON SELF-ADAPTIVE AND SELF-ORGANIZING SYSTEMS WORKSHOPS (SASOW), 2012, : 31 - 38
[8] Intelligent Intrusion Detection System Using Clustered Self Organized Map
Almi'ani, Muder
Abu Ghazleh, Alia
Al-Rahayfeh, Amer
Razaque, Abdul
2018 FIFTH INTERNATIONAL CONFERENCE ON SOFTWARE DEFINED SYSTEMS (SDS), 2018, : 138 - 144
[9] Parallelization of self-organized clustering system
Islam, Rafiqul
Miyanaga, Yoshikazu
Tochinai, Koji
Neural Network World, 1996, 6 (06): : 921 - 936
[10] A Language as a Self-Organized Critical System
Gromov, Vasilii A.
Migrina, Anastasia M.
COMPLEXITY, 2017,

← 1 2 3 4 5 →