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

Table 5

Comparison of metrics across models on dataset 2.

Model	Metrics
	MAE	MAPE	RMSE
SVR	0.0682	20.2076	0.0820
BiDLSTM	0.0575	16.9473	0.0753
LSTM	0.0579	17.8927	0.0741
TCN	0.0626	17.8601	0.0769
GRU	0.0612	18.6871	0.0814
TCN-LSTM	0.0572	16.4657	0.0662
TCN-GRU	0.0575	16.9201	0.0690
TCN-BiDLSTM	0.0529	16.1642	0.0653
TCN-BiGRU	0.0556	16.4503	0.0696
ATCN	0.0539	15.5705	0.0633
ATCN-LSTM	0.0504	14.3002	0.0656
ATCN-BiDLSTM	0.0466	14.0611	0.0613