Probabilistic reasoning in expert systems: theory and algorithms
Probabilistic reasoning in expert systems: theory and algorithms
Self-organizing maps
Foundations of Neural Networks, Fuzzy Systems, and Knowledge Engineering
Foundations of Neural Networks, Fuzzy Systems, and Knowledge Engineering
Self-Organizing Methods in Modeling: Gmdh Type Algorithms
Self-Organizing Methods in Modeling: Gmdh Type Algorithms
Network Intrusion Detection: An Analyst's Handbook
Network Intrusion Detection: An Analyst's Handbook
Inductive Learning Algorithms for Complex Systems Modeling
Inductive Learning Algorithms for Complex Systems Modeling
A Distributed Intrusion Detection System Based on Bayesian Alarm Networks
Proceedings of the International Exhibition and Congress on Secure Networking - CQRE (Secure) '99
Self organization of a massive document collection
IEEE Transactions on Neural Networks
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In this paper we propose a framework for using self-organizing networks for agent based intrusion detection system. A specific feature of this model is that the agent uses self organizing algorithm for pattern classification from security logs and self organizing maps for visualization. We have developed a prototype for this framework. This paper discusses also the issues of combining intelligent agent technology with the self-organizing networks for intrusion detection.