Research Article
Gaussian Pyramid for Nonlinear Support Vector Machine
Table 7
Test results for Spambase dataset.
| Kernel size | Sensitivity | Specificity | F1-score | Accuracy | Training time (s) | AUC |
| 3 × 3 | 0.85 | 0.98 | 0.89 | 0.90 | 334.62 | 0.95 | 5 × 5 | 0.41 | 1.0 | 0.70 | 0.65 | 145.07 | 0.93 | 7 × 7 | 0.95 | 0.61 | 0.73 | 0.81 | 92.46 | 0.93 | 9 × 9 | 1.0 | 0.17 | 0.29 | 0.66 | 79.08 | 0.83 | 11 × 11 | 0.91 | 0.85 | 0.87 | 0.88 | 53.17 | 0.96 | 13 × 13 | 0.54 | 1.0 | 0.74 | 0.72 | 45.06 | 0.95 |
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