Research Article

Stacked Heterogeneous Neural Networks for Time Series Forecasting

Table 1

The errors of the model for the sunspot data (window size 5).

MSE on original dataMSE on normalized data

TrainingNormal NN131.8653.645×10-3
Exponential NN827.93322.886×10-3
Stack131.8653.645×10-3

TestingNormal NN511.53114.140×10-3
Exponential NN2248.40962.151×10-3
Stack511.53114.140×10-3