A benchmark finds supervised MLP and CNN detect known attacks almost perfectly but miss most novel attacks, while OCSVM generalizes better to unseen threats.
Anomaly based intrusion detection system: A deep learning approach,
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Robust Anomaly Detection in Network Traffic: Evaluating Machine Learning Models on CICIDS2017
A benchmark finds supervised MLP and CNN detect known attacks almost perfectly but miss most novel attacks, while OCSVM generalizes better to unseen threats.