Table 3. Classification accuracy of the proposed method based on 30 different runs.
Number of experiments | Training accuracy (%) | Validation accuracy (%) | Testing accuracy (%) | Percent error |
---|---|---|---|---|
1 | 97.7 | 96.5 | 98.7 | 1.3 |
2 | 98.5 | 98.7 | 98.8 | 1.2 |
3 | 98.9 | 97.9 | 99.2 | 0.8 |
4 | 98.2 | 98.7 | 98.5 | 1.5 |
5 | 97.7 | 97.2 | 98.6 | 1.4 |
6 | 98.6 | 98.6 | 98.8 | 1.2 |
7 | 98.8 | 98.5 | 99.2 | 0.8 |
8 | 98.4 | 98.2 | 98.4 | 1.6 |
9 | 98.7 | 98.7 | 99.2 | 0.8 |
10 | 98.5 | 98.5 | 98.8 | 1.2 |
11 | 98.2 | 98.2 | 98.8 | 1.2 |
12 | 98.8 | 98.8 | 99.2 | 0.8 |
13 | 98.3 | 98.0 | 98.6 | 1.4 |
14 | 98.5 | 98.3 | 98.8 | 1.2 |
15 | 98.3 | 98.5 | 98.7 | 1.3 |
16 | 98.5 | 98.5 | 98.9 | 1.1 |
17 | 98.6 | 98.5 | 99.2 | 0.8 |
18 | 98.8 | 98.5 | 99.2 | 0.8 |
19 | 98.9 | 98.7 | 98.8 | 1.2 |
20 | 98.8 | 98.5 | 98.9 | 1.1 |
21 | 98.2 | 98.2 | 98.5 | 1.5 |
22 | 98.5 | 98.5 | 98.7 | 1.3 |
23 | 98.9 | 98.8 | 98.8 | 1.2 |
24 | 98.6 | 98.5 | 98.3 | 1.7 |
25 | 98.5 | 98.5 | 98.8 | 1.2 |
26 | 98.4 | 98.4 | 99.0 | 1.0 |
27 | 98.9 | 98.5 | 99.1 | 0.9 |
28 | 98.6 | 98.1 | 98.4 | 1.6 |
29 | 98.2 | 98.3 | 98.9 | 1.1 |
30 | 98.6 | 97.5 | 98.6 | 1.4 |
Average | 98.5 | 98.3 | 98.8 | 1.2 |