Research Article

[Retracted] Transfer Learning Auto-Encoder Neural Networks for Anomaly Detection of DDoS Generating IoT Devices

Table 3

Percentage decrease in model accuracy before and after transfer-learning (TL) across device and malware type.

IoT deviceMirai to Bashlite (% decrease)Bashlite to Mirai (% decrease
Pre-TLPost-TLPre-TLPost-TL

DAD34.6610.0949.14−0.33
ECT28.681.4532.76−0.62
P73733.301.7837.19−2.11
P83830.264.8734.42−0.59
S100333.365.1227.14−1.95
S100237.971.3724.000.36
PBM29.032.4613.28−0.85
SNH22.16−1.56
END48.0410.36
Average (%)32.473.8832.020.30