Table 6 Model training performance for UNSW-NB15 dataset.
From: Securing IoT networks: a machine learning approach for detecting unusual traffic patterns
Metric | Value before tuning | Value after tuning |
|---|---|---|
Loss function | 0.35 | 0.15 |
Accuracy | 94.0% | 98.7% |
Precision | 93.5% | 98.3% |
Recall | 92.8% | 99.0% |
F1 Score | 93.1% | 98.6% |