Table 4 Comparative analysis of TTOS-RAAM approach with recent models.

From: A two-tier optimization strategy for feature selection in robust adversarial attack mitigation on internet of things network security

Classifier

Accuy

Sensy

Specy

Fscore

Modified Bi-LSTM

98.36

94.84

98.68

96.94

LSTM Classifier

98.80

95.45

98.87

94.73

GRU Model

98.98

95.65

99.30

94.56

DNN Algorithm

99.20

98.00

99.20

96.24

Bi-LSTM Model

99.37

94.90

99.63

94.85

MLP Algorithm

99.40

94.39

99.40

96.69

DIS-IoT Model

99.70

95.84

99.70

97.61

CNN Model

95.07

93.09

93.56

95.14

SVM

96.68

94.66

95.29

96.67

XGBoost

98.25

96.41

96.99

98.37

TTOS-RAAM

99.91

98.74

99.90

98.11