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Table 7 Binary classification detection results based on NSL-KDD dataset (%)

From: An abnormal traffic detection method using GCN-BiLSTM-Attention in the internet of vehicles environment

Method

DR

FR

F1

CNN

90.47

8.32

89.87

BiLSTM

91.57

8.12

90.89

GAN

92.21

7.98

91.23

MeAEG-Net

93.12

7.61

92.18

ARCN

94.21

6.76

93.76

Proposed method

95.87

6.31

94.25