The nature of statistical learning theory
The nature of statistical learning theory
Classification and detection of computer intrusions
Classification and detection of computer intrusions
Data mining: concepts and techniques
Data mining: concepts and techniques
Automated discovery of concise predictive rules for intrusion detection
Journal of Systems and Software
Detecting Anomalous and Unknown Intrusions Against Programs
ACSAC '98 Proceedings of the 14th Annual Computer Security Applications Conference
Hi-index | 0.00 |
The most acute problem for misuse detection method is its inability to detect new kinds of attacks. A better detection method, which uses a new learning strategy, is proposed to solve this problem. A Concept Hierarchy Generation for attack Labels (CHGL) applying relevant feature subset codes clustering, makes common machine learning algorithms learn attack profiles on high concept levels. And that will enable the system detect more attack instances. Experimental results show the advantage of this new method.