Classification on spambase (accuracy, ratio of selected data points)
95AccuracyRF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RFTarget Model Size=Original2026.05 | 95 | — | |
| FIRETarget Model Size=10KB2026.05 | 94 | — | |
| FIRETarget Model Size=100KB2026.05 | 94 | — | |
| SSFTarget Model Size=100KB2026.05 | 94 | — | |
| SCATETarget Model Size=100KB2026.05 | 94 | — | |
| FP-SCATETarget Model Size=100KB2026.05 | 94 | — | |
| S-KLRSparsity selection protocol=sparsest of 3 most accurate2025.12 | 93.5 | 24.6 | |
| S-KLRSparsity selection protocol=Standard2025.12 | 93.5 | 51.8 | |
| SVMSparsity selection protocol=sparsest of 3 most accurate2025.12 | 93.5 | 20.6 | |
| SVMSparsity selection protocol=Standard2025.12 | 93.1 | 17.3 | |
| SCATETarget Model Size=10KB2026.05 | 93 | — | |
| FP-SCATETarget Model Size=10KB2026.05 | 93 | — | |
| LOPTarget Model Size=100KB2026.05 | 93 | — | |
| LOPTarget Model Size=10KB2026.05 | 92 | — | |
| FPTarget Model Size=100KB2026.05 | 91 | — | |
| HL-SMM2026.02 | 90.96 | — | |
| Poly-SVM2026.02 | 90.43 | — | |
| IVMSparsity selection protocol=Standard2025.12 | 90.2 | 0.8 | |
| TETarget Model Size=100KB2026.05 | 89 | — | |
| Hinge-SMM2026.02 | 88.97 | — | |
| Ramp-SMM2026.02 | 88.71 | — | |
| Pinball-SMM2026.02 | 87.83 | — | |
| Linear-SVM2026.02 | 87.75 | — | |
| FPTarget Model Size=10KB2026.05 | 87 | — | |
| LS-SMM2026.02 | 86.3 | — | |
| l1/2-KLRSparsity selection protocol=sparsest of 3 most accurate2025.12 | 80.4 | 91.3 | |
| RBF-SVM2026.02 | 71.16 | — | |
| l1/2-KLRSparsity selection protocol=Standard2025.12 | 67.5 | 30.2 |