Table 5 CT analysis of IHDLM-CADEFST technique with existing models under ToN-IoT and Edge-IIoT datasets.

From: An intelligent deep representation learning with enhanced feature selection approach for cyberattack detection in internet of things enabled cloud environment

Dataset

Approach

CT (s)

ToN-IoT dataset

dAE

13.70

HDBSCAN

8.39

CALR

10.94

DNN

6.74

CART

12.26

XGBoost

8.87

CNN-RNN

10.54

RepuTE algorithm

12.58

Neural network

14.23

SVM

11.91

IHDLM-CADEFST

3.29

Edge-IIoT dataset

EDLM-PSOFS

12.56

GA-LSTM

11.91

EfficientNetB0

26.79

Random forest

21.23

KNN

19.36

SVM

11.90

XGBoost

24.79

LightGBM

12.95

TabPFN

26.84

Voting classifier

10.26

IHDLM-CADEFST

6.82

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