Research Article
Gaussian Pyramid for Nonlinear Support Vector Machine
Table 9
Test results for Swarm behaviour dataset.
| Kernel size | Sensitivity | Specificity | F1-score | Accuracy | Training time (s) | AUC |
| 3 × 3 | 0.93 | 0.92 | 0.90 | 0.93 | 39376.87 | 0.98 | 5 × 5 | 0.95 | 0.97 | 0.94 | 0.96 | 18270.78 | 0.98 | 7 × 7 | 0.75 | 0.83 | 0.74 | 0.78 | 11076.68 | 0.87 | 9 × 9 | 0.89 | 0.95 | 0.88 | 0.91 | 7747.42 | 0.98 | 11 × 11 | 0.66 | 0.85 | 0.70 | 0.73 | 5810.51 | 0.84 | 13 × 13 | 0.79 | 0.90 | 0.79 | 0.83 | 4724.65 | 0.94 |
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