Ensemble Feature Selection for Network Intrusion Detection Systems Using Explainable AI: A Frequency-Based Approach
We propose an XAI-based ensemble feature selection method combining XAI methods to reduce bias in IDS. A frequency-based approach identifies key features, validated on CICIDS-2017 with improved accuracy and efficiency. Our framework enhances robustness and interpretability in intrusion detection
Authors
- Mustafa Abdallah (ORCID: https://orcid.org/0000-0002-9554-9260)
- Ismail Bibers
Institutions
- Purdue University West Lafayette (US)
Publication Details
- Published
- 2025-01-01
- DOI
- https://doi.org/10.5703/1288284317866
- Primary Topic
- Network Security and Intrusion Detection
- Type
- article
- Field-Weighted Citation Impact
- 0.00