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Wei Wang and Thomas Guyet and Svein Knapskog
Autonomic Intrusion Detection System
, Symposium on recent advanced in intrusion detection (RAID)
, Saint Malo
, 359--361
, 2009
, Document
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Abstract
We propose a novel framework of autonomic intrusion detection that fulfills online and adaptive intrusion detection in unlabeled audit data streams. The framework owns ability of self-managing: self-labeling, self-updating and self-adapting. Affinity Propagation (AP) uses the framework to learn a subject's behavior through dynamical clustering of the streaming data. The testing results with a large real HTTP log stream demonstrate the effectiveness and efficiency of the method.
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