Research Article
[Retracted] Transfer Learning Auto-Encoder Neural Networks for Anomaly Detection of DDoS Generating IoT Devices
Table 5
Time saved when transfer-learning on Mirai dataset.
| IoT device | Average training time (seconds) | % decrease | Original model | Transfer learning |
| DAD | 118.7 | 67.0 | 43.50 | ECT | 48.5 | 25.9 | 46.65 | P737 | 77.9 | 50.0 | 35.79 | P838 | 159.3 | 102.5 | 35.67 | S1003 | 34.0 | 25.0 | 26.47 | S1002 | 100.9 | 30.3 | 70.01 | PBM | 348.9 | 93.8 | 73.12 | Average | 126.9 | 56.4 | 47.31 |
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