Table 11 Ablation results of CFE.

From: A novel multi-scale network intrusion detection model with transformer

Dataset

CFE

Accuracy

Precision

Recall

F1-score

NSL-KDD

 

97.92

98.82

98.19

98.50

\(\checkmark\)

99.16

99.01

99.17

99.09

CIC-DDoS

2019

 

97.11

98.07

97.29

97.68

\(\checkmark\)

99.38

99.17

98.96

99.06

UNSW-NB15

 

96.98

97.12

98.02

97.57

\(\checkmark\)

99.74

98.49

99.78

99.13

  1. The values are expressed in %.
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