A sophisticated hybrid Network Intrusion Detection System that combines signature-based detection (Suricata) with machine learning-based anomaly detection for comprehensive network security monitoring ...

Due to an exponential increase in the number of cyber-attacks, the need for improved Intrusion Detection Systems (IDS) is apparent than ever. In this regard, Machine Learning (ML) techniques are ...

The research in the intrusion detection field has been mostly focused on a nomaly-based and misuse-based detection techniques for a long time. While misuse-based detction is generally favoured in ...

recent years have seen an increase in advanced threat attacks, yet feature filtering-based network intrusion detection systems have a number of shortcomings that make it challenging for security ...