Classification on Sonar
87.5AccuracyMI
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MISelected features=top 20%, Validation=five-fold cross-validated2025.05 | 87.5 | — | |
| S-KLRSparsity selection protocol=sparsest of 3 most accurate2025.12 | 86.6 | 92.4 | |
| S-KLRSparsity selection protocol=Standard2025.12 | 85.6 | 94.1 | |
| SVMSparsity selection protocol=sparsest of 3 most accurate2025.12 | 85.1 | 92.3 | |
| LassoSelected features=top 20%, Validation=five-fold cross-validated2025.05 | 84.2 | — | |
| Tree Ens.Selected features=top 20%, Validation=five-fold cross-validated2025.05 | 83.7 | — | |
| EN-SVMKernel=RBF, Noise level=25%, Noise type=label noise2026.04 | 82.6 | — | |
| BAEN-SVMKernel=RBF, Noise level=25%, Noise type=label noise2026.04 | 82.6 | — | |
| IVMSparsity selection protocol=Standard2025.12 | 82.2 | 34.7 | |
| BALS-SVMKernel=RBF, Noise level=25%, Noise type=label noise2026.04 | 82.2 | — | |
| ε-BAEN SVMKernel=RBF, Noise level=25%, Noise type=label noise2026.04 | 82.2 | — | |
| BQ-SVMKernel=RBF, Noise level=25%, Noise type=label noise2026.04 | 81.2 | — | |
| PKeX-ShapleySelected features=top 20%, Validation=five-fold cross-validated2025.05 | 80.8 | — | |
| HSICLassoSelected features=top 20%, Validation=five-fold cross-validated2025.05 | 80.8 | — | |
| Pin-SVMKernel=RBF, Noise level=25%, Noise type=label noise2026.04 | 80.7 | — | |
| ALS-SVMKernel=RBF, Noise level=25%, Noise type=label noise2026.04 | 80.2 | — | |
| BQ-SVMKernel=linear, Noise Level=0%2026.04 | 78.9 | — | |
| BAEN-SVMKernel=linear, Noise Level=0%2026.04 | 78.9 | — | |
| ε-BAEN-SVMKernel=linear, Noise Level=25% feature noise2026.04 | 78.9 | — | |
| EN-SVMKernel=linear, Noise Level=0%2026.04 | 77.9 | — | |
| BALS-SVMKernel=linear, Noise Level=0%2026.04 | 77.9 | — | |
| ε-BAEN-SVMKernel=linear, Noise Level=0%2026.04 | 77.9 | — | |
| BAEN-SVMKernel=linear, Noise Level=25% feature noise2026.04 | 77.9 | — | |
| K–BestSelected features=top 20%, Validation=five-fold cross-validated2025.05 | 77.9 | — | |
| BQ-SVMKernel=linear, Noise Level=25% feature noise2026.04 | 77.5 | — | |
| ALS-SVMKernel=linear, Noise Level=0%2026.04 | 77 | — | |
| BALS-SVMKernel=linear, Noise Level=25% feature noise2026.04 | 76.5 | — | |
| BQ-SVMKernel=linear, Noise Level=25% label noise2026.04 | 76.4 | — | |
| BAEN-SVMKernel=linear, Noise Level=25% label noise2026.04 | 76.4 | — | |
| EN-SVMKernel=linear, Noise Level=25% label noise2026.04 | 76 | — | |
| BALS-SVMKernel=linear, Noise Level=25% label noise2026.04 | 76 | — | |
| EN-SVMKernel=linear, Noise Level=25% feature noise2026.04 | 76 | — | |
| l1/2-KLRSparsity selection protocol=sparsest of 3 most accurate2025.12 | 75.6 | 46.4 | |
| ε-BAEN-SVMKernel=linear, Noise Level=25% label noise2026.04 | 75.5 | — | |
| ALS-SVMKernel=linear, Noise Level=25% feature noise2026.04 | 75.5 | — | |
| Pin-SVMKernel=linear, Noise Level=0%2026.04 | 75 | — | |
| Pin-SVMKernel=linear, Noise Level=25% feature noise2026.04 | 74.6 | — | |
| ALS-SVMKernel=linear, Noise Level=25% label noise2026.04 | 74.5 | — | |
| Pin-SVMKernel=linear, Noise Level=25% label noise2026.04 | 73.6 | — | |
| SVMSparsity selection protocol=Standard2025.12 | 64.3 | 92.4 | |
| l1/2-KLRSparsity selection protocol=Standard2025.12 | 53.4 | 0 |