Table 6.
Percentage accuracy (%) of the machine learning algorithms with 10-fold validation applied for classification assessment with 10 surface curvature indices.
# of Folds | Decision Tree | Naïve-Bayes | kNN | SVM |
---|---|---|---|---|
1 | 90.0 | 90.0 | 95.0 | 90.0 |
2 | 95.0 | 85.0 | 85.0 | 90.0 |
3 | 80.0 | 80.0 | 75.0 | 80.0 |
4 | 57.9 | 63.2 | 63.2 | 68.4 |
5 | 84.2 | 78.9 | 89.5 | 89.5 |
6 | 94.7 | 89.5 | 94.7 | 94.7 |
7 | 89.5 | 78.9 | 100.0 | 89.5 |
8 | 73.7 | 82.8 | 78.9 | 78.9 |
9 | 100.0 | 89.5 | 89.5 | 84.2 |
10 | 68.4 | 63.2 | 84.2 | 68.4 |
| ||||
Average | 83.3 | 80.1 | 85.5 | 83.4 |