Table 10 Comparative outcome of XAICR-HDLOA approach under BoT-IoT dataset with existing models.

From: Explainable artificial intelligence-based cyber resilience in internet of things networks using hybrid deep learning with improved chimp optimization algorithm

BoT-IoT dataset

Technique

\(\: Accu_{{y}}\)

\(\: Prec_{{n}}\)

\(\: Reca_{{l}}\)

\(\:F1_{Score}\)

GBC Model

94.29

91.85

88.63

87.75

DT

89.14

91.55

88.10

84.72

GSOM Method

92.21

94.15

86.71

90.44

GANs + AE

87.61

87.90

88.84

90.13

CGANs + FNN

97.98

91.00

87.13

87.51

NB

89.60

89.88

89.84

88.41

Bi-LSTM

90.80

87.70

87.13

85.95

XAICR-HDLOA

98.25

95.52

91.92

93.42