TABLE 5.
Comparative analysis of classification quality (accuracy) for classifiers trained without transformation (in initial feature space) and with transformation (in transformed space from the use of a neutral network) on mutational data.
| Accuracy | Kappa | Sensitivity | Specificity | Auroc | Mcnemar’s test p-value | |
|---|---|---|---|---|---|---|
| LR | 0.8151 | 0.0694 | 0.8286 | 0.6984 | 0.5635 | <0.001 |
| LDA | 0.8214 | 0.0742 | 0.8286 | 0.8065 | 0.5675 | <0.001 |
| ANN | 0.8559 | 0.0498 | 0.9143 | 0.7855 | 0.5499 | <0.001 |
| SVM | 0.7597 | 0.1134 | 0.4286 | 0.7968 | 0.7513 | <0.001 |