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Hierarchical SOMs are applied to the problem of host based intrusion detection on computer networks. Unlike systems based on operating system audit trails, the approach operates on real-time data without extensive off-line training and with minimal expert knowledge. Specific recommendations are made regarding the representation of time, network parameters and SOM architecture.
Lichodzijewski et al. (2003) studied this question.
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