Classification on Digits UCI (test)
0.078Error RateANML
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ANMLLow-quality data fraction=30%, Reliability level=Moderate, Number of trials=10, Samples=1,797, Softmax variant=true2026.02 | 0.078 | 72 | |
| UniformLow-quality data fraction=30%, Reliability level=Moderate, Number of trials=10, Samples=1,7972026.02 | 0.273 | — | |
| KrumLow-quality data fraction=30%, Reliability level=Moderate, Number of trials=10, Samples=1,7972026.02 | 0.283 | — | |
| Max-margin graph cuts (GC)L=10%, Kernel=RBF kernel2026.04 | 1.35 | — | |
| Max-margin graph cuts (GC)L=10%, Kernel=Linear kernel2026.04 | 1.59 | — | |
| Manifold regularization (MR)L=10%, Kernel=Cubic kernel2026.04 | 1.6 | — | |
| SVML=10%, Kernel=RBF kernel2026.04 | 1.68 | — | |
| SVML=10%, Kernel=Linear kernel2026.04 | 1.7 | — | |
| Max-margin graph cuts (GC)L=10%, Kernel=Cubic kernel2026.04 | 1.74 | — | |
| Manifold regularization (MR)L=10%, Kernel=RBF kernel2026.04 | 1.75 | — | |
| SVML=10%, Kernel=Cubic kernel2026.04 | 1.87 | — | |
| Max-margin graph cuts (GC)L=5%, Kernel=RBF kernel2026.04 | 2.19 | — | |
| Manifold regularization (MR)L=5%, Kernel=Cubic kernel2026.04 | 2.27 | — | |
| Max-margin graph cuts (GC)L=5%, Kernel=Linear kernel2026.04 | 2.29 | — | |
| Manifold regularization (MR)L=5%, Kernel=RBF kernel2026.04 | 2.29 | — | |
| Max-margin graph cuts (GC)L=5%, Kernel=Cubic kernel2026.04 | 2.36 | — | |
| SVML=5%, Kernel=RBF kernel2026.04 | 2.74 | — | |
| Manifold regularization (MR)L=10%, Kernel=Linear kernel2026.04 | 2.86 | — | |
| SVML=5%, Kernel=Linear kernel2026.04 | 2.97 | — | |
| SVML=5%, Kernel=Cubic kernel2026.04 | 3.04 | — | |
| Manifold regularization (MR)L=5%, Kernel=Linear kernel2026.04 | 3.68 | — | |
| Manifold regularization (MR)L=2%, Kernel=RBF kernel2026.04 | 4.21 | — | |
| Max-margin graph cuts (GC)L=2%, Kernel=Linear kernel2026.04 | 4.6 | — | |
| SVML=2%, Kernel=Linear kernel2026.04 | 4.87 | — | |
| Manifold regularization (MR)L=2%, Kernel=Cubic kernel2026.04 | 5.06 | — | |
| Max-margin graph cuts (GC)L=2%, Kernel=Cubic kernel2026.04 | 5.09 | — | |
| Manifold regularization (MR)L=1%, Kernel=Cubic kernel2026.04 | 5.29 | — | |
| Max-margin graph cuts (GC)L=2%, Kernel=RBF kernel2026.04 | 5.61 | — | |
| SVML=2%, Kernel=Cubic kernel2026.04 | 6.06 | — | |
| SVML=2%, Kernel=RBF kernel2026.04 | 6.17 | — | |
| Manifold regularization (MR)L=1%, Kernel=RBF kernel2026.04 | 6.36 | — | |
| Max-margin graph cuts (GC)L=1%, Kernel=Linear kernel2026.04 | 6.88 | — | |
| SVML=1%, Kernel=Linear kernel2026.04 | 7.06 | — | |
| Max-margin graph cuts (GC)L=1%, Kernel=RBF kernel2026.04 | 7.65 | — | |
| Manifold regularization (MR)L=2%, Kernel=Linear kernel2026.04 | 7.97 | — | |
| SVML=1%, Kernel=RBF kernel2026.04 | 8.22 | — | |
| Max-margin graph cuts (GC)L=1%, Kernel=Cubic kernel2026.04 | 8.55 | — | |
| Manifold regularization (MR)L=1%, Kernel=Linear kernel2026.04 | 9.59 | — | |
| SVML=1%, Kernel=Cubic kernel2026.04 | 9.62 | — |