Tripti Tiwari

Beyond Aggregate Accuracy: Attack-Family Reliability of Machine-Learning Intrusion Detection on TON_IoT

Evaluating attack-family reliability of three conventional machine-learning classifiers on the TON_IoT network dataset under a leakage-controlled protocol shows that aggregate superiority does not imply uniform attack-family superiority and that family-level reliability should be interpreted together with representatio...