We present POSEIDON, a new anomaly-based network intrusion detection system. POSEIDON is payload-based, and has a two-tier architecture: the first stage consists of a self-organizing map, while the second one is a modified PAYL system. Our benchmarks on the 1999 DARPA data set show a higher detection rate and lower number of false positives than PAYL and PHAD.
['Damiano Bolzoni', 'Sandro Etalle', 'P.H. Hartel']
POSEIDON: a 2-tier anomaly-based network intrusion detection system