Table 3 Training and testing accuracy of ANN at various configurations.
S. No. | 1st hidden layer | 2nd hidden layer | (η) | Iterations | Training accuracy | Testing accuracy |
|---|---|---|---|---|---|---|
1 | 1 | 2 | 0.05 | 50 | 32.50 | 33.33 |
2 | 1 | 2 | 0.15 | 50 | 64.20 | 65.55 |
3 | 1 | 2 | 0.25 | 50 | 32.40 | 33.33 |
4 | 1 | 2 | 0.35 | 50 | 65.50 | 66.67 |
5 | 1 | 2 | 0.45 | 50 | 57.77 | 58.33 |
6 | 1 | 2 | 0.55 | 50 | 63.75 | 76.77 |
7 | 1 | 2 | 0.65 | 50 | 63.45 | 65.00 |
8 | 1 | 2 | 0.75 | 50 | 63.45 | 58.33 |
9 | 1 | 2 | 0.85 | 50 | 57.44 | 61.33 |
10 | 1 | 2 | 0.99 | 50 | 56.70 | 58.33 |
11 | 2 | 2 | 0.05 | 100 | 94.60 | 90.00 |
12 | 2 | 2 | 0.15 | 100 | 95.50 | 90.00 |
13 | 2 | 2 | 0.25 | 100 | 93.40 | 89.33 |
14 | 2 | 2 | 0.45 | 100 | 95.90 | 90.00 |
15 | 3 | 2 | 0.05 | 100 | 96.40 | 90.00 |
16 | 3 | 2 | 0.15 | 100 | 96.40 | 84.00 |
17 | 3 | 2 | 0.45 | 100 | 95.00 | 80.00 |
18 | 4 | 2 | 0.15 | 100 | 97.90 | 85.00 |
19 | 4 | 2 | 0.25 | 100 | 97.91 | 96.67 |
20 | 4 | 2 | 0.35 | 100 | 97.92 | 45.00 |
21 | 4 | 2 | 0.35 | 300 | 95.80 | 51.77 |
22 | 4 | 2 | 0.35 | 50 | 96.70 | 70.00 |
23 | 5 | 2 | 0.15 | 100 | 97.92 | 85.00 |