Table 4.
SMOTE-dataset | Original dataset | ||||
---|---|---|---|---|---|
Classifier | Optimal feature set size | c-statistic | F1-score | c-statistic | F1-score |
SVM | 6 | 0.865 | 0.594 | 0.868 | 0.336 |
PCA&SVM | 4 | 0.802 | 0.488 | 0.856 | 0.368 |
DT | 2 | 0.695 | 0.441 | 0.709 | 0.061 |
RF | 5 | 0.828 | 0.401 | 0.789 | 0.249 |
NB | 4 | 0.831 | 0.560 | 0.839 | 0.354 |
LR | 4 | 0.859 | 0.582 | 0.867 | 0.226 |