Hidden Layer Size | Training Performance | Validation Performance | Training Regression coefficient | Validation Regression coefficient | Test Performance | Test Regression coefficient | Stopping Criteria | #Epochs | Best Epoch |
1 | 34.38 | 30.09 | 0.95 | 0.97 | 27.21 | 0.97 | Max mu. | 23 | 22 |
2 | 27.98 | 39.5 | 0.96 | 0.93 | 24.76 | 0.96 | Validation | 9 | 3 |
3 | 22.1 | 43.33 | 0.97 | 0.94 | 23.56 | 0.96 | Validation | 18 | 12 |
4 | 21.38 | 67.48 | 0.97 | 0.93 | 24.12 | 0.96 | Validation | 13 | 7 |
5 | 18.98 | 68.08 | 0.97 | 0.95 | 25.59 | 0.96 | Validation | 9 | 3 |
6 | 27.78 | 33.05 | 0.95 | 0.98 | 26.53 | 0.95 | Validation | 11 | 5 |
7 | 25.9 | 67.61 | 0.97 | 0.92 | 46.96 | 0.95 | Validation | 9 | 3 |
8 | 12.4 | 82.42 | 0.98 | 0.85 | 36.1 | 0.94 | Validation | 19 | 13 |
9 | 27 | 58.42 | 0.96 | 0.95 | 38.19 | 0.95 | Validation | 10 | 4 |
10 | 16.74 | 70.42 | 0.98 | 0.91 | 38.33 | 0.94 | Validation | 10 | 4 |
15 | 50.09 | 40.39 | 0.96 | 0.93 | 93.12 | 0.92 | Validation | 9 | 3 |
20 | 2.56 | 113.75 | 1 | 0.87 | 148.28 | 0.82 | Validation | 13 | 7 |
25 | 17.9 | 94.46 | 0.98 | 0.92 | 104.4 | 0.88 | Validation | 9 | 3 |
30 | 616.45 | 460.98 | 0.85 | 0.85 | 817.02 | 0.85 | Validation | 7 | 1 |
40 | 0.14 | 366.38 | 1 | 0.76 | 195.48 | 0.76 | Validation | 10 | 4 |
50 | 49.72 | 365.31 | 0.96 | 0.84 | 551.68 | 0.76 | Validation | 6 | 2 |
70 | 1.88 | 102.07 | 1 | 0.89 | 256.06 | 0.66 | Min gradient | 6 | 2 |
100 | 3.6 | 1589.4 | 1 | 0.22 | 925.24 | 0.63 | Min gradient | 10 | 4 |