A Novel Hybrid Network Traffic Prediction Approach Based on Support Vector Machines

Table 2

The result of the three evaluation metrics of the four forecasting methods (outflow NTD).

Date	RMSE				MAE				MAPE
	BSVM	PSVM	ESVM	EPSVM	BSVM	PSVM	ESVM	EPSVM	BSVM	PSVM	ESVM	EPSVM
Monday	17.027	18.464	10.860	9.711	14.082	15.334	9.203	8.444	0.0786	0.0857	0.0498	0.0464
Tuesday	18.715	14.850	12.372	10.616	14.817	11.462	10.332	8.160	0.0848	0.0651	0.0604	0.0461
Wednesday	19.425	14.320	12.256	11.123	16.482	11.722	10.195	9.224	0.0973	0.0688	0.0608	0.0556
Thursday	22.645	15.693	15.471	11.918	18.160	13.933	12.275	9.330	0.1080	0.0831	0.0735	0.0560
Friday	21.152	20.504	17.132	11.974	16.312	15.764	14.322	9.333	0.0828	0.0783	0.0727	0.0480
Saturday	22.702	14.896	15.846	12.781	17.823	12.170	13.453	10.307	0.0907	0.0630	0.0693	0.0531
Sunday	16.793	19.053	20.077	16.235	14.011	16.379	17.356	13.229	0.0629	0.0749	0.0785	0.0604
Whole week	19.780	16.826	14.859	12.051	15.955	13.823	12.448	9.718	0.0864	0.0741	0.0664	0.0522