Table 1.
Error rates of standard classifiers on standard examples from Dettling (16)
| Method | ALL/reg | Col/reg | Pro/reg | m-reg | R |
|---|---|---|---|---|---|
| Bagboo | 4.08/0.59 | 16.10/0.52 | 7.53/0 | 0.59 | 6 |
| Boost | 5.67/1 | 19.14/1 | 8.71/0.18 | 1 | 7.5 |
| RanFor | 1.92/0.02 | 14.86/0.32 | 9.00/0.22 | 0.32 | 2 |
| SVM | 1.83/0 | 15.05/0.35 | 7.88/0.05 | 0.35 | 3 |
| DLDA | 2.92/0.28 | 12.86/0 | 14.18/1 | 1 | 7.5 |
| KNN | 3.83/0.52 | 16.38/0.56 | 10.59/0.46 | 0.56 | 5 |
| PAM | 3.55/0.45 | 13.53/0.11 | 8.87/0.20 | 0.45 | 4 |
| HCT | 2.86/0.27 | 13.77/0.14 | 9.47/0.29 | 0.29 | 1 |
reg, regret; col, colon; Pro, prostate; m-reg, maximum regret; R, rank based on m-reg.