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density-clustering

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Unsupervised network intrusion detection on CIC-IDS-2018 using TRCC density-peak clustering + SEDE hyperparameter optimization. Chunked architecture (1k-row micro-batches), MCC-optimized, with per-dataset density-inversion mapping for volumetric attacks. The only model in the comparison with above-random MCC on Bot/DDoS traffic.

  • Updated Apr 29, 2026
  • Python

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