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Giulio Mallardi

University of Bari

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Preprint Aug 2026

Explainable Hybrid Feature Selection for Intrusion Detection in Internet of Medical Things Environments

An intrusion detection system that addresses these constraints through feature selection through a Pearson correlation filter and a hybrid strategy that combines model-based feature importance with SHAP attribution to pick a compact subset, on which to train Random Forest and LightGBM classifiers.

Amira Berrezzek, H. Djellali, Giulio Mallardi et al. · 1 citation · ⚡1

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