A Network Security Situation Prediction Method through the Use of Improved TCN and BiDLSTM

Table 4

Comparison of metrics across models on dataset 1

Model	Metrics
	MAE	MAPE	RMSE
SVR	0.0865	18.3413	0.1021
BiDLSTM	0.0658	12.7806	0.0898
LSTM	0.0671	13.9057	0.0893
TCN	0.0685	14.8139	0.0920
GRU	0.0700	13.9189	0.0909
TCN-LSTM	0.0616	12.3945	0.0837
TCN-GRU	0.0602	12.5181	0.0740
TCN-BiDLSTM	0.0578	11.9516	0.0695
TCN-BiGRU	0.0698	13.7644	0.0885
ATCN	0.0653	12.7507	0.0800
ATCN-LSTM	0.0639	12.7629	0.0777
ATCN-BiDLSTM	0.0561	11.3181	0.0722