Table 1 Results of the C4.5 on the missed abortion and diabetes dataset after sampled
Dataset | Algorithm | Original | SM | BSM | ASM | GSM | KSM | CSM | ENN | TL | IHU | RBU | SMTOM | SMENN |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Missed abortion | Precision | 76.0 | 71.0 | 76.0 | 71.2 | 84.2 | 84.7 | 83.7 | 81.8 | 76.0 | 91.2 | 58.2 | 75.2 | 97.1 |
Sensitivity | 46.4 | 64.1 | 70.7 | 61.9 | 77.9 | 79.5 | 76.7 | 57.1 | 46.4 | 98.2 | 50.0 | 64.7 | 89.8 | |
Specificity | 90.8 | 82.3 | 80.7 | 79.1 | 89.6 | 89.2 | 89.6 | 94.1 | 90.8 | 82.1 | 66.1 | 83.9 | 100.0 | |
F-measure | 75.5 | 73.0 | 75.6 | 70.3 | 83.7 | 84.3 | 83.1 | 80.5 | 75.5 | 90.1 | 57.8 | 74.1 | 96.9 | |
MCC | 42.4 | 47.2 | 51.7 | 41.7 | 67.9 | 69.0 | 66.8 | 57.3 | 42.4 | 81.4 | 16.3 | 49.5 | 92.7 | |
AUC | 70.4 | 74.1 | 74.8 | 73.5 | 86.3 | 86.5 | 86.7 | 77.6 | 70.4 | 90.5 | 59.3 | 74.6 | 91.2 | |
Maj/Min | 249/112 | 249/248 | 249/249 | 249/247 | 249/249 | 249/249 | 249/249 | 219/112 | 249/112 | 112/112 | 112/112 | 249/249 | 114/49 | |
Diabetes | Precision | 73.5 | 77.9 | 76.8 | 74.9 | 75.0 | 79.8 | 77.8 | 84.6 | 78.5 | 86.1 | 74.8 | 78.3 | 93.0 |
Sensitivity | 59.7 | 82.4 | 83.6 | 81.2 | 71.8 | 82.0 | 79.8 | 83.2 | 70.9 | 84.0 | 75.4 | 82.6 | 95.0 | |
Specificity | 81.4 | 73.0 | 68.8 | 67.8 | 78.0 | 77.4 | 75.8 | 85.8 | 83.1 | 88.1 | 74.3 | 73.5 | 90.4 | |
F-measure | 73.6 | 77.7 | 76.1 | 74.4 | 74.9 | 79.7 | 77.8 | 84.5 | 78.5 | 86.0 | 74.8 | 78.0 | 93.0 | |
MCC | 41.7 | 55.6 | 53.0 | 49.4 | 49.9 | 59.5 | 55.6 | 68.9 | 54.2 | 72.1 | 49.6 | 56.3 | 85.7 | |
AUC | 75.1 | 79.6 | 76.1 | 78.9 | 79.0 | 84.8 | 80.7 | 85.4 | 80.4 | 86.6 | 74.2 | 80.2 | 93.4 | |
Maj/Min | 500/268 | 500/500 | 500/500 | 500/500 | 500/500 | 500/500 | 500/500 | 240/268 | 445/268 | 268/268 | 268/268 | 476/476 | 229/298 |