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Table 7 Performance of the proposed model under different AE structures

From: Network abnormal traffic detection method based on fusion of chord similarity and multiple loss encoder

AE structure

Accuracy (%)

Precision (%)

Recall (%)

F1 score (%)

5

80.15

98.27

66.32

78.68

10

88.75

94.05

86.03

89.58

32, 5, 32

91.19

91.22

93.59

92.35

32, 10, 32

92.13

92.00

94.39

93.17

64, 5, 64

92.03

92.33

93.80

93.04

32, 16, 5, 16, 32

91.22

90.93

94.06

92.40

64, 32, 5, 32, 64

92.19

92.54

93.86

93.18

  1. The best-performance AE structure is marked with bold styles