Temporal Analysis of NetFlow Datasets for Network Intrusion Detection Systems

arXiv:2503.04404 · cs.LG, cs.CR, cs.NI · Submitted 2025-03-06 · Read on arXiv

cs.LG, cs.CR, cs.NI

Submitted: 2025-03-06

Updated: 2026-08-28

Terminology

• Network Intrusion Detection Systems — 10× in this paper
• Benchmark — 9× in this paper · explained in 2 episodes
• Inter-packet Arrival Time — 9× in this paper
• IN BYTES — 3× in this paper
• IN PKTS — 3× in this paper
• OUT BYTES — 3× in this paper
• OUT PKTS — 3× in this paper
• Benchmarking — 2× in this paper · explained in 3 episodes
• Consistency — 2× in this paper · explained in 3 episodes
• Non-stationarity — 2× in this paper · explained in 2 episodes
• Spatial and Temporal Aware Intrusion Detection Model — 2× in this paper
• Transformer — 2× in this paper · explained in 2 episodes
• Accuracy — 1× in this paper · explained in 1 episode
• Aggregation — 1× in this paper · explained in 1 episode
• Canadian Institute for Cybersecurity — 1× in this paper
• Explainability — 1× in this paper · explained in 3 episodes
• Feature Extraction — 1× in this paper · explained in 2 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Time-Frequency Distribution — 1× in this paper

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