Evaluation strategy | Ensemble strategy | ACC | Sn | Sp | MCC | AUC |
---|---|---|---|---|---|---|
Cross-validation | Average score | 0.792 | 0.726 | 0.858 | 0.589 | 0.887 |
Majority voting | 0.782 | 0.734 | 0.831 | 0.568 | 0.887 | |
Stacking | 0.879 | 0.896 | 0.861 | 0.760 | 0.935 | |
Independent test | Average score | 0.823 | 0.754 | 0.891 | 0.651 | 0.910 |
Majority voting | 0.814 | 0.763 | 0.866 | 0.632 | 0.905 | |
Stacking | 0.932 | 0.958 | 0.908 | 0.866 | 0.962 |