Classification on pima (average test accuracy)
78.6Accuracyε-BAEN-SVM
Evaluation Results
| Method | Links | |
|---|---|---|
| ε-BAEN-SVMKernel=linear, Noise Level=0%2026.04 | 78.6 | |
| BQ-SVMKernel=linear, Noise Type=label noise, Noise Level=25%2026.04 | 78 | |
| ε-BAEN-SVMKernel=linear, Noise Type=label noise, Noise Level=25%2026.04 | 78 | |
| BAEN-SVMKernel=linear, Noise Level=0%2026.04 | 78 | |
| BQ-SVMKernel=linear, Noise Level=25% label noise2026.04 | 78 | |
| ε-BAEN-SVMKernel=linear, Noise Level=25% label noise2026.04 | 78 | |
| BAEN-SVMKernel=linear, Noise Type=label noise, Noise Level=25%2026.04 | 77.9 | |
| BAEN-SVMKernel=linear, Noise Level=25% label noise2026.04 | 77.9 | |
| BQ-SVMKernel=linear, Noise Level=0%2026.04 | 77.7 | |
| BALS-SVMKernel=linear, Noise Type=label noise, Noise Level=25%2026.04 | 77.6 | |
| BALS-SVMKernel=linear, Noise Level=25% label noise2026.04 | 77.6 | |
| ART2025.08 | 77.58 | |
| Pin-SVMKernel=linear, Noise Type=label noise, Noise Level=25%2026.04 | 77.5 | |
| EN-SVMKernel=linear, Noise Type=label noise, Noise Level=25%2026.04 | 77.5 | |
| Pin-SVMKernel=linear, Noise Level=25% label noise2026.04 | 77.5 | |
| EN-SVMKernel=linear, Noise Level=25% label noise2026.04 | 77.5 | |
| ε-BAEN-SVMKernel=linear, Noise Level=25% feature noise2026.04 | 77.5 | |
| EN-SVMKernel=linear, Noise Level=0%2026.04 | 77.3 | |
| BQ-SVMKernel=linear, Noise Level=25% feature noise2026.04 | 77.3 | |
| LDAM+DRW2025.08 | 77.28 | |
| BAEN-SVMKernel=linear, Noise Level=25% feature noise2026.04 | 77.2 | |
| Pin-SVMKernel=linear, Noise Level=0%2026.04 | 77 | |
| Pin-SVMKernel=linear, Noise Level=25% feature noise2026.04 | 77 | |
| nearmiss2025.08 | 76.98 | |
| RF#samples=768, #features=1342022.06 | 76.9 | |
| BALS-SVMKernel=linear, Noise Level=0%2026.04 | 76.8 | |
| EN-SVMKernel=linear, Noise Level=25% feature noise2026.04 | 76.8 | |
| BALS-SVMKernel=linear, Noise Level=25% feature noise2026.04 | 76.8 | |
| BAEN-SVMKernel=RBF, Noise level=25%, Noise type=label noise2026.04 | 76.8 | |
| RUS2025.08 | 76.72 | |
| ALS-SVMKernel=linear, Noise Type=label noise, Noise Level=25%2026.04 | 76.7 | |
| ALS-SVMKernel=linear, Noise Level=25% label noise2026.04 | 76.7 | |
| ALS-SVMKernel=linear, Noise Level=25% feature noise2026.04 | 76.7 | |
| EN-SVMKernel=RBF, Noise level=25%, Noise type=label noise2026.04 | 76.7 | |
| BQ-SVMKernel=RBF, Noise level=25%, Noise type=label noise2026.04 | 76.7 | |
| BALS-SVMKernel=RBF, Noise level=25%, Noise type=label noise2026.04 | 76.7 | |
| ε-BAEN SVMKernel=RBF, Noise level=25%, Noise type=label noise2026.04 | 76.7 | |
| Focal Loss2025.08 | 76.68 | |
| SMOTE2025.08 | 76.63 | |
| ALS-SVMKernel=RBF, Noise level=25%, Noise type=label noise2026.04 | 76.6 | |
| Baseline2025.08 | 76.36 | |
| ROS2025.08 | 76.33 | |
| ALS-SVMKernel=linear, Noise Level=0%2026.04 | 76.3 | |
| Pin-SVMKernel=RBF, Noise level=25%, Noise type=label noise2026.04 | 76.2 | |
| MSMOTE2025.08 | 76.03 | |
| OHEM2025.08 | 75.99 | |
| RIPPER#samples=768, #features=1342022.06 | 75.9 | |
| Cost-Sensitive Learning2025.08 | 75.73 | |
| DS-OPT#samples=768, #features=1342022.06 | 75.4 | |
| CART#samples=768, #features=1342022.06 | 75.4 | |
| CG#samples=768, #features=1342022.06 | 74 | |
| BRS#samples=768, #features=1342022.06 | 72.2 |