Binary Classification on Sonar
92.2F1-scoreBAEN-SVM
Evaluation Results
| Method | Links | |
|---|---|---|
| BAEN-SVMKernel=RBF, Noise Level=0%2026.03 | 92.2 | |
| EN-SVMKernel=RBF, Noise Level=0%2026.03 | 91.9 | |
| Hinge-SVMKernel=RBF, Noise Level=0%2026.03 | 91.5 | |
| Pin-SVMKernel=RBF, Noise Level=0%2026.03 | 91.5 | |
| ALS-SVMKernel=RBF, Noise Level=0%2026.03 | 91.5 | |
| BQ-SVMKernel=RBF, Noise Level=0%2026.03 | 91.5 | |
| BALS-SVMKernel=RBF, Noise Level=0%2026.03 | 91.5 | |
| BQ-SVMKernel=linear, Noise Level=0%2026.03 | 80.9 | |
| BALS-SVMKernel=linear, Noise Level=0%2026.03 | 80.3 | |
| EN-SVMKernel=linear, Noise Level=0%2026.03 | 80 | |
| ALS-SVMKernel=linear, Noise Level=0%2026.03 | 79.1 | |
| BAEN-SVMKernel=linear, Noise Level=0%2026.03 | 79.1 | |
| Hinge-SVMKernel=linear, Noise Level=0%2026.03 | 78.6 | |
| ε-BAEN-SVMKernel=linear, Noise level=25%, Noise type=label noise2026.04 | 77.2 | |
| Pin-SVMKernel=linear, Noise Level=0%2026.03 | 77.1 | |
| BAEN-SVMNoise=25% label noise, Kernel=linear2026.03 | 76.7 | |
| BALS-SVMNoise=25% label noise, Kernel=linear2026.03 | 76.5 | |
| BAEN-SVMKernel=linear, Noise level=25%, Noise type=label noise2026.04 | 76.5 | |
| ALS-SVMNoise=25% label noise, Kernel=linear2026.03 | 76.4 | |
| BQ-SVMNoise=25% label noise, Kernel=linear2026.03 | 76.2 | |
| BQ-SVMKernel=linear, Noise level=25%, Noise type=label noise2026.04 | 76.2 | |
| EN-SVMNoise=25% label noise, Kernel=linear2026.03 | 76 | |
| EN-SVMKernel=linear, Noise level=25%, Noise type=label noise2026.04 | 76 | |
| BALS-SVMKernel=linear, Noise level=25%, Noise type=label noise2026.04 | 76 | |
| Pin-SVMNoise=25% label noise, Kernel=linear2026.03 | 75.3 | |
| Hinge-SVMNoise=25% label noise, Kernel=linear2026.03 | 74.5 | |
| ALS-SVMKernel=linear, Noise level=25%, Noise type=label noise2026.04 | 74.3 | |
| Pin-SVMKernel=linear, Noise level=25%, Noise type=label noise2026.04 | 73.4 |