Table 5 The average of fitting criteria of RMSE, RMSE%, AIC, BIC, FI and AAE according to the number of hidden layers
The alternatives fort the number of hidden layes | RMSE | RMSE% (%) | AIC | BIC | FI | AAE |
|---|---|---|---|---|---|---|
3 | 0.6823 | 6.0586 | −653.5176 | 1230.0955 | 0.9153 | 0.5424 |
4 | 0.6606 | 5.8658 | −708.9420 | 1174.6712 | 0.9207 | 0.5134 |
5 | 0.6546 | 5.8124 | − 726.2995 | 1157.3136 | 0.9219 | 0.5109 |
6 | 0.6326 | 5.6170 | − 784.7394 | 1098.8737 | 0.9271 | 0.4858 |
7 | 0.6394 | 5.6778 | − 765.4140 | 1118.1991 | 0.9256 | 0.4888 |
8 | 0.6225 | 5.5271 | −812.0883 | 1071.5248 | 0.9295 | 0.4762 |
9 | 0.6286 | 5.5814 | − 795.3290 | 1088.2841 | 0.9281 | 0.4803 |
10 | 0.6401 | 5.6840 | − 763.9056 | 1119.7075 | 0.9254 | 0.4866 |