Table 5.
Performance of the consensus and the combined models on the test set.
| Consensus Model Based on a Set of Rules | |||||||||
| Error significance ε ¹ | Coverage | ACC | MCC | CCR | Sens | Spec | NPV | PPV | |
| 0.05 | 0.51 | 0.86 | 0.72 | 0.86 | 0.84 | 0.88 | 0.88 | 0.84 | |
| 0.10 | 0.71 | 0.79 | 0.59 | 0.80 | 0.83 | 0.77 | 0.88 | 0.70 | |
| 0.20 | 0.89 | 0.77 | 0.54 | 0.78 | 0.82 | 0.73 | 0.85 | 0.68 | |
| 0.30 | 0.83 | 0.78 | 0.56 | 0.79 | 0.85 | 0.72 | 0.88 | 0.68 | |
| Combined Model Based on Mean p-Values | |||||||||
| Error significance ε | Validity | Efficiency | ACC | MCC | CCR | Sens | Spec | NPV | PPV |
| 0.05 | 0.97 | 0.24 | 0.89 | 0.77 | 0.89 | 0.92 | 0.86 | 0.94 | 0.82 |
| 0.10 | 0.93 | 0.46 | 0.86 | 0.72 | 0.87 | 0.94 | 0.80 | 0.95 | 0.76 |
| 0.20 | 0.82 | 0.79 | 0.77 | 0.56 | 0.78 | 0.85 | 0.72 | 0.87 | 0.69 |
| 0.30 | 0.71 | 0.95 | 0.75 | 0.50 | 0.76 | 0.80 | 0.72 | 0.84 | 0.66 |
1 Error significance of the underlying model, not of the combined model itself.