Table 13 Overall average results of the proposed techniques with existing techniques.

From: Prediction of DDoS attacks in agriculture 4.0 with the help of prairie dog optimization algorithm with IDSNet

Algorithm

Accuracy

Recall

F-score

Precision

SVM

92.46

92.45

91.81

93.48

RF

89.52

89.54

89.03

90.21

DT

80.10

80.15

80.43

87.21

LSTM

85.71

85.93

83.45

84.32

Auto-encoder

92.11

92.15

91.68

92.44

RNN

94.53

92.52

92.25

96.61

1D-CNN

94.16

92.32

92.10

96.17

IDSNet-PDO

95.62

94.62

94.53

98.32