Author

Khuong Nguyen-An

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Preprint Sep 2026

Passive Hybrid Network-Based Intrusion Detection System (Hybrid-NIDS) Combining Suricata and Random Forest

This paper evaluates a passive Hybrid Network-based Intrusion Detection System (Hybrid-NIDS) prototype that combines Suricata with Random Forest flow classification and centralized ELK-based alert handling. The study explicitly separates benchmark evaluation from PCAP/live operational validation and controls exact feat...

Quoc-Cuong Tang, H. Huỳnh, V. Phan et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Multi-View Fusion for Encrypted C2 Detection: A Leakage-Controlled Measurement Study of Evaluation Pitfalls

This work reports three findings that matter more than the fusion result itself, and concludes that for encrypted C2 detection, the evaluation design is not a preliminary step and fusion beats the best single view by only 0.022 in F1.

H. Nguyen-Huu, V. Phan, Khuong Nguyen-An · 0 citations