Open access
Aug 2026
Machine learning-based intrusion detection framework using NSL-KDD dataset
SVM-based models with Gaussian and Sigmoid kernels are particularly more accurate (up to 99%) and less sensitive to fluctuations and made flexible technical solutions for effectively managing large and dynamically changing networks.
Anish Antony, S. Thaseen, Ashvini Alashetty et al.
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