Table 11 CT assessment of HDLID-ECSOA methodology with existing techniques under ToN-IoT dataset.

From: Leveraging hybrid deep learning with starfish optimization algorithm based secure mechanism for intelligent edge computing in smart cities environment

ToN-IoT Dataset

Approach

CT (sec)

LSTM

20.08

RF

24.00

AdaBoost

27.88

kNN Algorithm

17.59

XGBoost

12.45

CART Method

23.38

1D CNN

14.87

EPCOD

29.67

DNN

28.98

EEDOS

17.98

HDLID-ECSOA

9.69