Initialization by a Novel Clustering for Wavelet Neural Network as Time Series Predictor

Table 5

Comparison results of WNN with two initialization methods for traffic volume time series.

Model	Structure	Number of parameters	Mean of RMSE		Std. of RMSE
			Training	Testing	Training	Testing
WNN-CIA	6-17-1	222	0.03201	0.05343	0.00462	0.01237
WNN-HIA [9]	6-16-1	209	0.03996	0.05692	0.01162	0.02125
	6-17-1	222	0.03868	0.05561	0.01109	0.02266
	6-18-1	235	0.03761	0.05373	0.01065	0.02035
	6-19-1	248	0.03796	0.05567	0.01248	0.02312