Table 5.
Predicting performance of unweighted voting, best unreduced weighted voting and best reduced weighted voting meta-predictors
| Predictor | Accuracy | MCC |
|---|---|---|
| CDK | ||
| Best element predictor (PredPhospho) | 0.853 | 0.708 |
| Unweighted voting Meta-predictor | 0.853 | 0.699 |
| Best unreduced weighted voting Meta-predictor | 0.857 | 0.711 (0.45)* |
| Best reduced weighted voting Meta-predictor | 0.863 | 0.726 (0.24)* |
| CK2 | ||
| Best element predictor (NetPhosK_0.5) | 0.871 | 0.730 |
| Unweighted voting Meta-predictor | 0.809 | 0.617 |
| Best unreduced weighted voting Meta-predictor | 0.844 | 0.675 |
| Best reduced weighted voting Meta-predictor | 0.867 | 0.722 |
| PKA | ||
| Best element predictor (PredPhospho) | 0.827 | 0.642 |
| Unweighted voting Meta-predictor | 0.820 | 0.620 |
| Best unreduced weighted voting Meta-predictor | 0.837 | 0.669 (0.16)* |
| Best reduced weighted voting Meta-predictor | 0.839 | 0.675 (0.11)* |
| PKC | ||
| Best element predictor (PPSP_balanced) | 0.741 | 0.477 |
| Unweighted voting Meta-predictor | 0.733 | 0.433 |
| Best unreduced weighted voting Meta-predictor | 0.744 | 0.500 |
| Best reduced weighted voting Meta-predictor | 0.772 | 0.521 (0.11)* |
Predicting performance assessed on MetaPS06 datasets. Meta-predictors having predicting performance exceeding that of the best element predictor are shown in italic.
*P-values in Fisher's Z-transformation test (compared with the MCC of the best element predictor) are shown in parentheses.