Table 2 Leave-one-out comparisons of the local minimax learning with 3-nearest neighbor predictor and the kernel predictors (sigma = 0.5 and 0.7, p = 0.35).
| Â | 3-nearest neighbor predictor | Kernel predictor with sigma = 0.5, e = 0 | Kernel predictor with sigma = 0.7, e = 0 | ||||||
|---|---|---|---|---|---|---|---|---|---|
Data Set | CP (%) | Error in CP. (%) | Total Error (%) | CP (%) | Error in CP (%) | Total Error (%) | CP (%) | Error in CP (%) | Total Error (%) |
Leukemia | 71 | 3 | 3 | 36 | Â | 3 | 43 | Â | 3 |
| Â | (98.6%) | (4.23%) | (4.17%) | (50.0%) | 0 (0%) | (4.17%) | (59.7%) | 0 (0%) | (4.17%) |
Prostate | 54 | 11 | 21 | 32 | 4 | 21 | 34 | 4 | 22 |
| Â | (61.4%) | (20.4%) | (23.9%) | (36.4%) | (12.5%) | (23.9%) | (38.6%) | (11.8%) | (25%) |
GCM | 204 | 15 | 38 | 154 | 6 | 39 | 160 | 6 | 42 |
| Â | (72.9%) | (7.35%) | (13.6%) | (55.0%) | (3.9%) | (13.9%) | (57.1%) | (3.75%) | (15%) |