Table 5 Results of Adaboost on the missed abortion and diabetes datasets after sampled
| Â | Algorithm | Original | SM | BSM | ASM | GSM | KSM | CSM | ENN | TL | IHU | RBU | SMTOM | SMENN |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Missed abortion | Precision | 76.0 | 77.1 | 78.5 | 74.7 | 83.7 | 84.3 | 83.9 | 82.1 | 78.6 | 93.0 | 65.6 | 75.9 | 98.2 |
Sensitivity | 50.0 | 66.1 | 72.3 | 70.9 | 79.9 | 79.1 | 80.3 | 61.6 | 58.0 | 86.6 | 52.7 | 69.5 | 93.9 | |
Specificity | 89.2 | 85.9 | 83.9 | 78.3 | 87.1 | 88.8 | 87.1 | 92.7 | 88.8 | 98.2 | 76.8 | 81.5 | 100.0 | |
F-measure | 75.9 | 75.8 | 78.0 | 74.6 | 83.5 | 83.9 | 83.7 | 81.5 | 78.6 | 92.4 | 64.2 | 75.4 | 98.1 | |
MCC | 43.0 | 53.1 | 56.6 | 49.3 | 67.2 | 68.2 | 67.6 | 58.8 | 49.5 | 85.4 | 30.4 | 51.4 | 95.6 | |
AUC | 74.5 | 80.9 | 81.9 | 80.1 | 85.9 | 85.2 | 85.9 | 79.9 | 73.5 | 92.9 | 58.6 | 80.7 | 96.9 | |
Diabetes | Precision | 69.2 | 75.4 | 73.3 | 72.3 | 72.0 | 76.7 | 74.1 | 81.9 | 74.5 | 84.0 | 71.4 | 78.8 | 92.2 |
Sensitivity | 55.6 | 78.2 | 72.6 | 73.0 | 71.2 | 78.6 | 74.6 | 82.1 | 68.3 | 85.4 | 67.9 | 77.9 | 94.6 | |
Specificity | 76.6 | 72.4 | 74.0 | 71.6 | 72.8 | 74.8 | 73.6 | 81.7 | 77.8 | 82.5 | 74.6 | 79.6 | 89.1 | |
F-measure | 69.2 | 75.3 | 73.3 | 72.3 | 72.0 | 76.7 | 74.1 | 81.9 | 74.3 | 84.0 | 71.2 | 78.8 | 92.2 | |
MCC | 32.3 | 50.7 | 46.6 | 44.6 | 44.0 | 53.4 | 48.2 | 63.7 | 45.6 | 67.9 | 42.6 | 57.6 | 84.1 | |
AUC | 66.1 | 75.3 | 73.3 | 72.3 | 72.0 | 76.7 | 74.1 | 81.9 | 73.0 | 84.0 | 71.3 | 78.8 | 91.9 |