New Feature Selection Method Trims Intrusion Detection Models for Industrial Edge Devices

Feature selection methods such as Recursive Feature Elimination, or RFE, are a standard answer to the dimensionality problem.

D-FOCUS-X addresses this with what the authors call Feature-Interaction-Aware Recursive Feature Elimination.

The authors state that this mechanism has no direct equivalent in existing SHAP-based, RFE-based or filter-based feature selection methods applied to intrusion detection.

Subject of Research: Feature-interaction-aware recursive feature elimination for intrusion detection in industrial IoT systems Article Title: Cluster preserving recursive feature elimination framework for intrusion detection in smart industry systems Article References: Rather, I. H., Dohare, U., Kumar, S., Khasawneh, A. M., & Kaiwartya, O.

Cluster preserving recursive feature elimination framework for intrusion detection in smart industry systems.