CCE Faculty Articles

The Application of Fuzzy ARTMAP in the Detection of Computer Network Attacks

Document Type

Article

Publication Title

International Conference on Artificial Neural Networks

Event Date/Location

Vienna, Austria / 2001

ISSN

978-3-540-42486-4

Publication Date

8-2001

Abstract

The timely and accurate detection of computer and network system intrusions has always been an elusive goal for system administrators and information security researchers. Existing intrusion detection approaches require either manual coding of new attacks in expert systems or the complete retraining of a neural network to improve analysis or learn new attacks. This paper presents a new approach to applying adaptive neural networks to intrusion detection that is capable of autonomously learning new attacks rapidly using feedback from the protected system.

DOI

10.1007/3-540-44668-0_32

Volume

2130

First Page

225

Last Page

230

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