isolation-forest

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SilIF: Silhouette-Augmented Isolation Forest for Unsupervised Transaction Fraud Detection

arXiv cs.LG · 2026-05-27 Cached

SilIF augments Isolation Forest with a silhouette-based scoring layer on per-tree path length fingerprints, improving unsupervised transaction fraud detection on the IEEE-CIS benchmark by +0.0080 AUC-PR on average.

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#isolation-forest

Isolation Forest + eBPF events to create a Linux based endpoint detection system [P]

Reddit r/MachineLearning · 2026-04-23

guardd is an open-source Linux endpoint detection tool that uses eBPF events and Isolation Forest to spot anomalous process/network behavior in 60-second windows, but struggles with browser-related false positives.

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