Table 5.
Showing experimental results of the optimized SVM model.
| Kernel | Gamma | Regularization | Accuracy |
|---|---|---|---|
| Linear | 0.001 | 0.11 | 71% |
| Sigmoid | 0.1 | 1.0 | 70% |
| Sqrt | 0.00001 | 0.001 | 68% |
| Rbf | 0.1 | 1.0 | 81% |
| Linear | 0.001 | 0.001 | 72% |
| Rbf | 0.0001 | 0.1 | 80% |
| Linear | 0.01 | 0.10 | 73% |
| Rbf | 0.0011 | 0.0001 | 78% |
| Sqrt | 0.0001 | 0.010 | 75% |
| Sqrt | 0.1 | 0.11 | 76% |
| Sigmoid | 0.01 | 1.0 | 74% |
| Linear | 0.0001 | 1.0 | 71% |
| Sigmoid | 0.010 | 0.11 | 77% |
| Rbf | 0.11 | 0.0001 | 69% |
| Sqrt | 0.10 | 0.001 | 73% |