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Multi-agent approach to network intrusion detection

Published: 12 May 2008 Publication History

Abstract

Our demo presents an agent-based intrusion detection system designed for deployment on high-speed backbone networks. The major contribution of the system is the integration of several anomaly detection techniques by means of collective trust modeling within a group of collaborative detection agents, each featuring a specific detection algorithm. The principal role of anomalies is to provide the input into the trust modeling stage of the detection, where each agent determines the flow trustfulness from aggregated anomalies. The aggregation is performed by extended trust models that model the trustfulness of generalized situated identities, represented by a set of observable features. The system is based on traffic statistics in NetFlow format acquired by dedicated hardware-accelerated network cards, and is able to perform a real-time surveillance of the gigabit networks.

References

[1]
M. Rehak and M. Pechoucek. Trust modeling with context representation and generalized identities. In Cooperative Information Agents XI, number 4676 in LNAI/LNCS. Springer-Verlag, 2007.
[2]
M. Rehak, M. Pechoucek, K. Bartos, M. Grill, and P. Celeda. Network intrusion detection by means of community of trusting agents. In IEEE/WIC/ACM International Conference on Intelligent Agent Technology (IAT 2007 Main Conference Proceedings) (IAT '07), Los Alamitos, CA, USA, 2007. IEEE Computer Society.

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cover image ACM Conferences
AAMAS '08: Proceedings of the 7th international joint conference on Autonomous agents and multiagent systems: demo papers
May 2008
116 pages

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International Foundation for Autonomous Agents and Multiagent Systems

Richland, SC

Publication History

Published: 12 May 2008

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Author Tags

  1. intrusion detection
  2. network behavior analysis
  3. trust

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AAMAS08
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