Classification on Letter Recognition UCI (test)
2.96Misclassification Error RateMax-margin graph cuts (GC)
Evaluation Results
| Method | Links | |
|---|---|---|
| Max-margin graph cuts (GC)L=10%, Kernel=Cubic kernel2026.04 | 2.96 | |
| Max-margin graph cuts (GC)L=10%, Kernel=RBF kernel2026.04 | 3.32 | |
| Max-margin graph cuts (GC)L=10%, Kernel=Linear kernel2026.04 | 3.96 | |
| SVML=10%, Kernel=Cubic kernel2026.04 | 4.17 | |
| Max-margin graph cuts (GC)L=5%, Kernel=Cubic kernel2026.04 | 4.8 | |
| SVML=10%, Kernel=RBF kernel2026.04 | 4.95 | |
| SVML=5%, Kernel=Cubic kernel2026.04 | 5.49 | |
| Max-margin graph cuts (GC)L=5%, Kernel=Linear kernel2026.04 | 5.65 | |
| Max-margin graph cuts (GC)L=5%, Kernel=RBF kernel2026.04 | 5.65 | |
| Manifold regularization (MR)L=10%, Kernel=RBF kernel2026.04 | 6.14 | |
| SVML=10%, Kernel=Linear kernel2026.04 | 6.51 | |
| SVML=5%, Kernel=RBF kernel2026.04 | 6.81 | |
| Manifold regularization (MR)L=5%, Kernel=RBF kernel2026.04 | 8.06 | |
| SVML=5%, Kernel=Linear kernel2026.04 | 8.21 | |
| Max-margin graph cuts (GC)L=2%, Kernel=Linear kernel2026.04 | 10.79 | |
| Max-margin graph cuts (GC)L=2%, Kernel=Cubic kernel2026.04 | 10.9 | |
| Max-margin graph cuts (GC)L=2%, Kernel=RBF kernel2026.04 | 11.83 | |
| SVML=2%, Kernel=Cubic kernel2026.04 | 12.18 | |
| SVML=2%, Kernel=Linear kernel2026.04 | 12.92 | |
| Manifold regularization (MR)L=2%, Kernel=RBF kernel2026.04 | 13.1 | |
| SVML=2%, Kernel=RBF kernel2026.04 | 13.52 | |
| Manifold regularization (MR)L=10%, Kernel=Cubic kernel2026.04 | 14.03 | |
| Max-margin graph cuts (GC)L=1%, Kernel=Linear kernel2026.04 | 15.79 | |
| Max-margin graph cuts (GC)L=1%, Kernel=RBF kernel2026.04 | 16.01 | |
| Max-margin graph cuts (GC)L=1%, Kernel=Cubic kernel2026.04 | 17.45 | |
| Manifold regularization (MR)L=1%, Kernel=RBF kernel2026.04 | 17.61 | |
| Manifold regularization (MR)L=2%, Kernel=Cubic kernel2026.04 | 18.34 | |
| Manifold regularization (MR)L=5%, Kernel=Cubic kernel2026.04 | 18.77 | |
| SVML=1%, Kernel=Linear kernel2026.04 | 18.9 | |
| SVML=1%, Kernel=RBF kernel2026.04 | 20.06 | |
| SVML=1%, Kernel=Cubic kernel2026.04 | 20.54 | |
| Manifold regularization (MR)L=10%, Kernel=Linear kernel2026.04 | 25.45 | |
| Manifold regularization (MR)L=1%, Kernel=Cubic kernel2026.04 | 25.96 | |
| Manifold regularization (MR)L=5%, Kernel=Linear kernel2026.04 | 27.13 | |
| Manifold regularization (MR)L=2%, Kernel=Linear kernel2026.04 | 28.45 | |
| Manifold regularization (MR)L=1%, Kernel=Linear kernel2026.04 | 30.94 |