TABLE 3. Results Achieved on the Testing Set.
Category | Algorithm | Accuracy (%) | F1-score (%) | Specificity (%) | Precision (%) | Recall (%) | AUC |
---|---|---|---|---|---|---|---|
Bayes | NB | 90.24 | 54.55 | 91.05 | 41.38 | 80.00 | 0.861 |
BN | 89.76 | 58.82 | 88.95 | 41.67 | 100 | 0.945 | |
Functions | SVM | 97.07 | 82.35 | 97.37 | 73.68 | 93.33 | 0.954 |
SGD | 95.12 | 66.67 | 97.37 | 66.67 | 66.67 | 0.820 | |
Lazy | Ibk | 93.17 | 50.00 | 96.84 | 53.85 | 46.67 | 0.718 |
LWL | 89.76 | 58.82 | 88.95 | 41.67 | 100 | 0.971 | |
Meta | Adaboost | 91.22 | 55.00 | 92.63 | 44.00 | 73.33 | 0.963 |
Bagging | 92.20 | 50.00 | 95.26 | 47.06 | 53.33 | 0.965 | |
Rules | OneR | 88.78 | 34.29 | 92.63 | 30.00 | 40.00 | 0.663 |
DT | 91.22 | 35.71 | 95.79 | 38.46 | 33.33 | 0.829 | |
Tree | J48 | 93.66 | 60.61 | 95.79 | 55.56 | 66.67 | 0.954 |
REPTree | 91.22 | 52.63 | 93.16 | 43.48 | 66.67 | 0.948 |