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Artificial Neural Networks for Misuse Detection Essay Preview: Artificial Neural Networks for Misuse Detection Report this essay Abstract: Misuse detection is the process of attempting to identify instances of network attacks by comparing current activity against the expected actions of an intruder. Most current approaches to misuse detection involve the use of rule-based expert systems.