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Table 8 Binary classification detection results based on CICIDS2017 dataset (%)

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

Method

DR

FR

F1

CNN

89.23

8.29

89.74

BiLSTM

90.67

8.01

90.16

GAN

91.62

7.56

91.35

MeAEG-Net

92.31

7.24

92.47

ARCN

93.17

6.26

93.28

Proposed method

94.12

6.01

94.36