Network Flow Anomaly Detection Based on Improved Echo State Network

Table 1

Comparison of network flow prediction performance between different models.

Predictive model	RMSE (%)	MAPE (%)	Test time (ms)
BP neural network	5.19	5.60	45.23
Traditional ESN	5.01	5.30	30.29
ESN-DLRP-3	4.65	4.11	22.95
ESN-DLRP-8	4.57	3.98	20.34