Clique-based multi-class oversampling with central and boundary instance strategies for intrusion detection

Abstract Intrusion detection systems are essential for maintaining network security, yet they often face severe class imbalance, especially in multi-class intrusion scenarios, which leads to biased learning and poor recognition of minority attacks. Traditional oversampling methods, such as SMOTE and...

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Manylion Llyfryddiaeth

Prif Awduron:	Hui Xu, Ji-ming Gong, Long-hui Wang
Fformat:	Artigo
Iaith:	Inglês
Cyhoeddwyd:	Springer 2026-05-01
Cyfres:	Discover Artificial Intelligence
Pynciau:	Intrusion detection system Multi-class classification Maximal cliques Cosine similarity Radial interpolation Oversampling
Mynediad Ar-lein:	https://doi.org/10.1007/s44163-026-01338-5
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