Author

Ema Utami

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Review Open access Jul 2026

Operational Weakness Mapping of Machine Learning–Based IntrusionDetection Systems under Realistic Deployment Scenarios

It is shown that benchmark accuracy alone is insufficient for deployment readiness and that IDS evaluation should include robustness, interpretability, and alert-management analysis, and the findings demonstrate that benchmark accuracy alone is insufficient for deployment readiness.

Fathoni Mahardika, Ema Utami, Kusrini et al. · Matrik · 1 citation