Design and Implementation of an Anomaly Network Traffic Detection Model Integrating Temporal and Spatial Features

Table 4

Precision comparison

Label	0	1	2	3	4	5	6	7	8	9	10	11
BILSTM	0.9976	1	0.9817	0.9942	0.9707	0.9933	0.9997	1	0.9935	0.9999	0.9996	0.9962
ISN	1	1	0.9925	0.9993	0.9853	0.9957	1	1	1	1	0.9996	1
PCCN	1	1	0.9863	0.9993	0.9901	0.9762	1	1	1	0.9999	1	0.9986
CNN	1	0.9999	0.946	0.9979	0.9719	0.989	0.9997	0.9985	0.9981	0.9999	0.9996	0.9962
CNN_LSTM	0.9952	0.9999	0.9692	0.9912	0.9727	0.9669	1	0.9995	0.9991	0.9999	0.9995	0.9943
ITSN	1	1	0.9941	0.9993	0.9896	0.9924	1	1	1	1	0.9998	0.9957