Task | Ensemble algorithms | Resampling algorithms | Proposed | |||||||
---|---|---|---|---|---|---|---|---|---|---|
SVM-AdaBoost | SVM-Bagging | SVM-SMOTE | SVM-TomekLinks | SVM-ELAS | ||||||
Mean | SD | Mean | SD | Mean | SD | Mean | SD | Mean | SD | |
1-year recurrence | 0.682 | 0.082 | 0.673 | 0.072 | 0.620 | 0.073 | 0.650 | 0.065 | 0.702 | 0.079 |
1-year death | 0.768 | 0.055 | 0.726 | 0.047 | 0.670 | 0.058 | 0.668 | 0.058 | 0.760 | 0.042 |
3-year recurrence | 0.692 | 0.038 | 0.723 | 0.037 | 0.706 | 0.031 | 0.723 | 0.038 | 0.728 | 0.033 |
3-year death | 0.707 | 0.043 | 0.721 | 0.039 | 0.710 | 0.030 | 0.711 | 0.043 | 0.733 | 0.035 |
5-year recurrence | 0.752 | 0.055 | 0.752 | 0.053 | 0.751 | 0.053 | 0.752 | 0.053 | 0.748 | 0.055 |
5-year death | 0.724 | 0.031 | 0.739 | 0.032 | 0.732 | 0.031 | 0.738 | 0.036 | 0.742 | 0.029 |
All tasks | 0.721 | 0.062 | 0.722 | 0.054 | 0.698 | 0.065 | 0.707 | 0.062 | 0.736 | 0.052 |