Classification on monk (F1-score)
100F1 ScoreEN-SVM
Evaluation Results
| Method | Links | |
|---|---|---|
| EN-SVMNoise Level=0% noise, Kernel=RBF2026.04 | 100 | |
| BQ-SVMNoise Level=0% noise, Kernel=RBF2026.04 | 100 | |
| ε-BAEN-SVMNoise Level=0% noise, Kernel=RBF2026.04 | 99.5 | |
| Pin-SVMNoise Level=0% noise, Kernel=RBF2026.04 | 97.8 | |
| ε-BAEN-SVMNoise Level=25% label noise, Kernel=RBF2026.04 | 97.2 | |
| Pin-SVMNoise Level=25% feature noise, Kernel=RBF2026.04 | 95.4 | |
| ε-BAEN-SVMNoise Level=25% feature noise, Kernel=RBF2026.04 | 94.5 | |
| Pin-SVMNoise Level=25% label noise, Kernel=RBF2026.04 | 94.3 | |
| BALS-SVMKernel=linear, Noise level=25%, Noise type=label noise2026.04 | 84 | |
| ε-BAEN-SVMKernel=linear, Noise level=25%, Noise type=label noise2026.04 | 82.7 | |
| BQ-SVMKernel=linear, Noise level=25%, Noise type=label noise2026.04 | 82.6 | |
| ε-BAEN SVMkernel=linear, noise=25% feature noise2026.04 | 82.5 | |
| BAEN-SVMkernel=linear, noise=25% feature noise2026.04 | 82.3 | |
| BAEN-SVMKernel=linear, Noise level=25%, Noise type=label noise2026.04 | 81.9 | |
| BALS-SVMkernel=linear, noise=25% feature noise2026.04 | 81.8 | |
| BQ-SVMkernel=linear, noise=25% feature noise2026.04 | 81.5 | |
| Pin-SVMKernel=linear, Noise level=25%, Noise type=label noise2026.04 | 81.4 | |
| EN-SVMKernel=linear, Noise level=25%, Noise type=label noise2026.04 | 79.8 | |
| ALS-SVMKernel=linear, Noise level=25%, Noise type=label noise2026.04 | 79.4 | |
| EN-SVMkernel=linear, noise=25% feature noise2026.04 | 79.3 | |
| Pin-SVMkernel=linear, noise=25% feature noise2026.04 | 79.2 | |
| ALS-SVMkernel=linear, noise=25% feature noise2026.04 | 78.9 |