CuraSec

tag: Anomaly-Detection · 2 items

Learn archived Entropy features improve network anomaly detection ML pipelines
2026-07-20 · arXiv cs.CR · source ↗ #anomaly-detection#machine-learning#network-security
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  • SOC/IR — Learn: Research shows adding entropy-based features to supervised traffic classifiers reduces misclassifications in high-variability scenarios; worth evaluating if the team maintains its own ML-based detection pipeline.
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Learn archived Choquet-Integral Feature Aggregation Boosts Network Anomaly Detection
2026-07-20 · arXiv cs.CR · source ↗ #anomaly-detection#machine-learning#network-security
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  • SOC/IR — Learn: Academic research showing a feature-aggregation technique that improves IDS accuracy by up to 7% while cutting data volume significantly — worth tracking if evaluating or tuning ML-based network detection models, but no tooling or deployable artifact yet.
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