Table 6 Results of Bagging on the missed abortion and diabetes dataset after sampled
| Â | Algorithm | Original | SM | BSM | ASM | GSM | KSM | CSM | ENN | TL | IHU | RBU | SMTOM | SMENN |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Missed abortion | Precision | 75.7 | 76.0 | 78.6 | 72.0 | 84.6 | 83.7 | 84.5 | 82.1 | 75.7 | 91.9 | 58.1 | 76.7 | 97.6 |
Sensitivity | 48.2 | 66.9 | 71.9 | 66.0 | 78.3 | 78.3 | 78.7 | 61.6 | 48.2 | 86.6 | 53.6 | 69.9 | 91.8 | |
Specificity | 89.6 | 83.5 | 84.3 | 77.5 | 90.0 | 88.4 | 89.6 | 92.7 | 89.6 | 96.4 | 62.5 | 82.7 | 100.0 | |
F-measure | 75.5 | 75.1 | 78.0 | 71.7 | 84.1 | 83.3 | 84.1 | 81.5 | 75.5 | 91.5 | 58.0 | 76.2 | 97.5 | |
MCC | 42.1 | 51.2 | 56.7 | 43.8 | 68.7 | 67.0 | 68.7 | 58.8 | 42.1 | 83.4 | 16.1 | 53.1 | 94.2 | |
AUC | 73.8 | 81.7 | 82.1 | 79.3 | 86.9 | 86.2 | 87.1 | 82.5 | 73.8 | 93.0 | 59.5 | 80.8 | 98.9 | |
Diabetes | Precision | 74.1 | 81.0 | 81.0 | 79.0 | 75.6 | 81.4 | 79.9 | 86.4 | 79.8 | 87.7 | 76.7 | 81.6 | 95.1 |
Sensitivity | 63.1 | 86.2 | 88.2 | 86.4 | 78.2 | 84.8 | 83.6 | 86.6 | 75.4 | 87.7 | 78.7 | 87.0 | 97.7 | |
Specificity | 80.0 | 75.0 | 72.2 | 70.0 | 72.8 | 77.6 | 75.8 | 86.3 | 82.0 | 87.7 | 74.6 | 75.4 | 91.7 | |
F-measure | 74.1 | 80.5 | 80.1 | 78.1 | 75.5 | 81.2 | 79.7 | 86.4 | 79.6 | 87.7 | 76.7 | 81.1 | 95.0 | |
MCC | 43.0 | 61.6 | 61.2 | 57.2 | 51.1 | 62.6 | 59.6 | 72.8 | 56.9 | 75.4 | 53.4 | 62.8 | 90.0 | |
AUC | 78.7 | 88.3 | 86.3 | 86.7 | 83.4 | 89.4 | 87.4 | 93.4 | 84.5 | 94.7 | 82.9 | 88.5 | 98.5 |