Anomaly Detection is in the Eye of the Beholder. What a deck of playing cards reveals about detecting outliers. With proper fitting, a supervised machine learning algorithm may even be able to find some novel attacks.
Catching Intruders in Networks Using Machine Learning. Algorithms have extraordinary potential to detect and combat cyber-attacks. Why are they so seldom used?