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Table 7 The performance of models trained with augmented sequence

From: On the combination of data augmentation method and gated convolution model for building effective and robust intrusion detection

Classfier

Accuracy

Precision

Recall

F1-score

eRNN

97.6%

97.8%

98.3%

98.0%

eCNN

97.3%

97.8%

97.7%

97.8%

eSVM

87.4%

86.0%

94.8%

90.2%

eRF

96.2%

96.0%

97.8%

96.9%

GCNN

97.5%

98.8%

98.8%

98.8%