Research Article

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

Table 2

Some test results of different models for Mackey-Glass time series.

Method RMSE for testing set

Cascade correlation NN 0.06
Back-propagation NN 0.02
Sixth-order polynomial 0.04
Linear prediction method 0.55
Product T-norm [22] 0.0907
Genetic algorithm and fuzzy system [23] 0.049