On a real-world TalTech SOC NIDS alert dataset, DeepLIFT explanations for an LSTM alert classifier scored highest on faithfulness, robustness, complexity, and analyst-based reliability among LIME, SHAP, Integrated Gradients, and DeepLIFT.
Evaluation metrics in explainable artificial intelligence (XAI),
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Evaluating explainable AI for deep learning-based network intrusion detection system alert classification
On a real-world TalTech SOC NIDS alert dataset, DeepLIFT explanations for an LSTM alert classifier scored highest on faithfulness, robustness, complexity, and analyst-based reliability among LIME, SHAP, Integrated Gradients, and DeepLIFT.