Training set (10-fold CV results) | Test set | |||||||
---|---|---|---|---|---|---|---|---|
Method (n) | Error (%) | GBS | BCM | AUPR | Error (%) | GBS | BCM | AUPR |
SAMGSR (9) | 35.2 | 0.242 | 0.539 | 0. 575 | 50 | 0.279 | 0.507 | 0.531 |
W-SAMGSR (8) | 32.8 | 0.231 | 0.556 | 0.584 | 49.3 | 0.276 | 0.513 | 0.580 |
LASSO (30) | 36 | 0.219 | 0.558 | 0.610 | 50 | 0.453 | 0.500 | 0.509 |
Penalized SVM (34) | 36.8 | 0.255 | 0.562 | 0.603 | 50 | 0.329 | 0.501 | 0.518 |
gelnet (252) | 36.8 | 0.231 | 0.517 | 0.547 | 50 | 0.465 | 0.499 | 0.475 |
RRFE (93) | 35.2 | 0.185 | 0.545 | 0.578 | 50 | 0.471 | 0.500 | 0.506 |