Research Article
[Retracted] Transfer Learning Auto-Encoder Neural Networks for Anomaly Detection of DDoS Generating IoT Devices
Table 6
Time saved when transfer-learning on Bashlite dataset.
| IoT device | Average training time (seconds) | % decrease | Original model | Transfer learning |
| DAD | 120.5 | 59.1 | 50.94 | ECT | 104.6 | 30.6 | 70.78 | P737 | 149.5 | 93.6 | 37.38 | P838 | 491.4 | 133.1 | 72.92 | S1003 | 60.4 | 36.0 | 40.32 | S1002 | 257.0 | 49.0 | 80.92 | PBM | 776.7 | 126.5 | 83.72 | SNH | 205.2 | 67.2 | 67.26 | END | 83.7 | 66.8 | 20.23 | Average | 249.9 | 73.6 | 58.27 |
|
|