Why machine learning algorithms fail in misuse detection on KDD intrusion detection data set
Maheshkumar Sabhnani, Gürsel Serpen · Intelligent Data Analysis · 2004
A large set of machine learning and pattern classification algorithms trained and tested on KDD intrusion detection data set failed to identify most of the user-to-root and remote-to-local attacks, as reported by many researchers in the literature. I