Hierarchical Classification for Intrusion Detection System: Effective Design and Empirical Analysis

arXiv:2403.13013v1 Announce Type: cross
Abstract: With the increased use of network technologies like Internet of Things (IoT) in many real-world applications, new types of cyberattacks have been emerging. To safeguard critical infrastructures from these emerging threats, it is crucial to deploy an Intrusion Detection System (IDS) that can detect different types of attacks accurately while minimizing false alarms. Machine learning approaches have been used extensively in IDS and they are mainly using flat multi-class classification to differentiate normal traffic and …

abstract analysis applications arxiv classification cs.cr cs.lg cyberattacks deploy design detection hierarchical internet internet of things iot network technologies threats type types world