Table 3.
Evaluation indices of the classification models for full variables.
Model | 7-day | 14-day | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Sen | Sp | Acc | F-measure | MCC | AUC | Sen | Sp | Acc | F-measure | MCC | AUC | |
DT | 0.2973 | 0.8291 | 0.6092 | 0.3849 | 0.1468 | 0.5622 | 1.0000 | 0.0000 | 0.9502 | 0.9745 | 0.0000 | 0.5000 |
RF | 0.4109 | 0.7374 | 0.6031 | 0.4599 | 0.1560 | 0.5742 | 0.9956 | 0.0229 | 0.9472 | 0.9729 | 0.0553 | 0.5093 |
SVM | 0.2188 | 0.9026 | 0.6213 | 0.3222 | 0.1685 | 0.5607 | 1.0000 | 0.0000 | 0.9502 | 0.9745 | 0.0000 | 0.5000 |
AdaBoost | 0.3564 | 0.8110 | 0.6240 | 0.4381 | 0.1883 | 0.5837 | 1.0000 | 0.0000 | 0.9502 | 0.9745 | 0.0000 | 0.5000 |
DT+AdaBoost | 0.3694 | 0.7793 | 0.6103 | 0.4375 | 0.1600 | 0.5734 | 0.9980 | 0.0076 | 0.94873 | 0.9737 | 0.0257 | 0.5028 |
DT+SMOTEENN | 0.8689 | 0.8481 | 0.8588 | 0.8631 | 0.7173 | 0.8585 | 0.7248 | 0.8895 | 0.8095 | 0.7871 | 0.6246 | 0.8072 |
RF+SMOTEENN | 0.9222 | 0.8831 | 0.9032 | 0.9071 | 0.8066 | 0.8975 | 0.9340 | 0.9381 | 0.9361 | 0.9342 | 0.8721 | 0.9353 |
SVM+SMOTEENN | 0.8311 | 0.6098 | 0.7232 | 0.7548 | 0.4532 | 0.7205 | 0.5461 | 0.8479 | 0.7013 | 0.6399 | 0.4147 | 0.6970 |
AdaBoost+SMOTEENN | 0.7644 | 0.7103 | 0.7380 | 0.7495 | 0.4756 | 0.7374 | 0.6038 | 0.6181 | 0.6112 | 0.6014 | 0.2218 | 0.6110 |
DT+AdaBoost+SMOTEENN | 0.8489 | 0.8294 | 0.8394 | 0.8442 | 0.6972 | 0.8392 | 0.8166 | 0.9589 | 0.8897 | 0.8780 | 0.7881 | 0.8877 |