Table 7.
Performances of SVMs selected using different metrics on validation set for 3 cases with various sizes of training sets
| SVM selected using: |
Score [95% CI] |
Difference from Ref. * |
|||
|---|---|---|---|---|---|
| AUC | Bacc | ||||
| Case 1 | AUC | 0.91 [0.88 0.93] | 0.83 [0.78 0.87] | −3.55 [−5.30 −2.02] | 48.89% |
| Bacc | 0.84 [0.78 0.89] | 0.75 [0.70 0.80] | −3.71 [−5.68 −2.00] | 55.60% | |
| Case 2 | AUC | 0.91 [0.88 0.94] | 0.83 [0.79 0.87] | −3.26 [−4.91 −1.83] | 36.75% |
| Bacc | 0.85 [0.80 0.90] | 0.76 [0.71 0.81] | −3.51 [−5.37 −1.93] | 47.35% | |
| Case 3 | AUC | 0.91 [0.88 0.94] | 0.84 [0.80 0.88] | −2.49 [−3.86 −1.31] | 4.35% |
| Bacc | 0.91 [0.88 0.94] | 0.83 [0.79 0.87] | −2.86 [−4.37 −1.53] | 20.06% | |
1 Reference =−2.39 [−3.26, −1.58]