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A Rigorous Comparative Study of Supervised Machine Learning Techniques for Network Anomaly Detection: Empirical Insights from the UNSW-NB15 Dataset

The increasing complexity of modern network infrastructures has intensified the need for reliable and efficient intrusion detection systems. While advanced deep learning approaches have demonstrated strong performance, their high computational cost and limited interpretability restrict their practic...

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Hovedforfatter: Nouf Alkhater
Format: Artigo
Sprog:Inglês
Udgivet: MDPI AG 2026-05-01
Serier:Computers
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Online adgang:https://www.mdpi.com/2073-431X/15/5/285
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