Creating an Explainable Intrusion Detection System Using Self Organizing Maps. (arXiv:2207.07465v1 [cs.CR])

Modern Artificial Intelligence (AI) enabled Intrusion Detection Systems (IDS)
are complex black boxes. This means that a security analyst will have little to
no explanation or clarification on why an IDS model made a particular
prediction. A potential solution to this problem is to research and develop
Explainable Intrusion Detection Systems (X-IDS) based on current capabilities
in Explainable Artificial Intelligence (XAI). In this paper, we create a Self
Organizing Maps (SOMs) based X-IDS system that is capable of producing
explanatory …

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