Table 3 LOOCV errors for two-class classification with Minnesota data: ischemic vs idio-pathic.
From: A comparative study of discriminating human heart failure etiology using gene expression profiles
# of top genes | All (23 samples) | Males (16 samples) | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Â | PPLS | PLS | SC | LASSO | RF | PPLS | PLS | SC | LASSO | RF |
50 | 10 | 6 | 5 | 6 | 6 | 10 | 9 | 11 | 8 | 11 |
100 | 7 | 7 | 5 | 7 | 6 | 10 | 9 | 11 | 11 | 12 |
200 | 9 | 9 | 7 | 11 | 6 | 9 | 9 | 11 | 11 | 9 |
400 | 6 | 8 | 7 | 11 | 8 | 9 | 9 | 8 | 12 | 9 |
800 | 6 | 9 | 8 | 4 | 7 | 10 | 10 | 9 | 12 | 10 |
1600 | 5 | 8 | 8 | 8 | 8 | 10 | 10 | 9 | 12 | 10 |
3200 | 9 | 10 | 9 | 8 | 10 | 8 | 8 | 10 | 12 | 9 |
6400 | 7 | 7 | 9 | 8 | 9 | 6 | 6 | 10 | 12 | 9 |
9600 | 9 | 8 | 8 | 7 | 8 | 6 | 6 | 10 | 12 | 8 |
12800 | 8 | 8 | 8 | 8 | 11 | 6 | 6 | 10 | 12 | 10 |
16000 | 8 | 7 | 7 | 8 | 9 | 7 | 6 | 10 | 12 | 11 |
19200 | 11 | 8 | 6 | 7 | 11 | 8 | 7 | 9 | 12 | 9 |
22283 | 9 | 10 | 5 | 7 | 9 | 8 | 8 | 9 | 12 | 7 |