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Statistical validation of performance.
| Dataset | Model | Accuracy (%) | Precision (%) | Recall (%) | F1-score (%) |
|---|---|---|---|---|---|
| CICIoT2023 | Proposed HRSNN | 99.48 ± 0.07 | 99.30 ± 0.09 | 99.28 ± 0.10 | 99.29 ± 0.08 |
| CNN-BMEGTO-KNN | 97.95 ± 0.15 | 96.80 ± 0.20 | 96.13 ± 0.22 | 96.55 ± 0.18 | |
| ToN-IoT | Proposed HRSNN | 98.72 ± 0.09 | 98.55 ± 0.10 | 98.52 ± 0.12 | 98.54 ± 0.11 |
| CNN-BMEGTO-KNN | 96.95 ± 0.18 | 94.80 ± 0.21 | 93.90 ± 0.25 | 94.50 ± 0.23 |
Bold values indicate the highest metric values obtained.
