Table 3.
Different plan of some applied networks by focus on errors
| HL | Design | Y-scrambling R2 | Validation set error | Calculation cycles | Training set error |
|---|---|---|---|---|---|
| 1 | 19-3-1 | 0.672 | 0.007787 | 668 | 0.009987 |
| 1 | 19-6-1 | 0.761 | 0.009988 | 564 | 0.009941 |
| 1 | 19-8-1 | 0.763 | 0.009277 | 456 | 0.009781 |
| 1 | 19-11-1 | 0.553 | 0.009900 | 787 | 0.009887 |
| 1 | 19-15-1 | 0.221 | 0.009856 | 623 | 0.009924 |
| 2 | 19-6-10-1 | 0.447 | 0.009677 | 980 | 0.00996 |
| 2 | 19-10-11-1 | 0.664 | 0.09967 | 1345 | 0.09999 |
| 2 | 19-13-12-1 | 0.774 | 0.9779 | 2321 | 0.09999 |
| 3 | 19-8-3-5-1 | 0.441 | 0.09959 | 1255 | 0.08812 |
| 3 | 19-7-8-6-1 | 0.364 | 0.08999 | 876 | 0.06812 |
Abbreviation: HL, hidden layers.