A Novel Open Set Energy-based Flow Classifier for Network Intrusion Detection. (arXiv:2109.11224v2 [cs.CR] UPDATED)

Network intrusion detection systems (NIDS) are one of many solutions that
make up a computer security system. Several machine learning-based NIDS have
been proposed in recent years, but most of them were developed and evaluated
under the assumption that the training context is similar to the test context.
In real networks, this assumption is false, given the emergence of new attacks
and variants of known attacks. To deal with this reality, the open set
recognition field, which is the most …

detection energy intrusion intrusion detection network