Table 2 Results of the Randomtree 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 | 75.0 | 77.2 | 79.1 | 73.6 | 84.3 | 84.4 | 84.4 | 81.8 | 75.0 | 93.2 | 64.8 | 75.8 | 98.8 |
Sensitivity | 47.3 | 62.5 | 71.5 | 68.4 | 77.5 | 78.3 | 77.9 | 60.7 | 47.3 | 99.1 | 50.9 | 67.1 | 95.9 | |
Specificity | 89.2 | 88.4 | 85.5 | 78.3 | 90.0 | 89.6 | 90.0 | 92.7 | 89.2 | 85.7 | 76.8 | 83.1 | 100.0 | |
F-measure | 74.9 | 75.0 | 78.4 | 73.3 | 83.7 | 83.9 | 83.9 | 81.7 | 74.9 | 92.4 | 63.2 | 74.9 | 98.8 | |
MCC | 40.6 | 52.7 | 57.6 | 47.0 | 68.0 | 68.3 | 68.4 | 58.1 | 40.6 | 85.6 | 28.7 | 50.9 | 97.1 | |
AUC | 72.5 | 79.7 | 81.4 | 79.0 | 85.5 | 84.5 | 85.6 | 80.3 | 72.5 | 92.8 | 57.4 | 79.6 | 98.0 | |
Diabetes | Precision | 69.1 | 76.5 | 74.1 | 73.1 | 71.5 | 77.4 | 74.6 | 83.9 | 73.4 | 85.1 | 72.4 | 78.1 | 93.2 |
Sensitivity | 55.2 | 76.6 | 74.6 | 76.6 | 70.8 | 78.2 | 74.0 | 86.2 | 63.8 | 86.9 | 71.3 | 79.4 | 95.4 | |
Specificity | 76.6 | 76.4 | 73.6 | 69.4 | 71.8 | 76.6 | 75.2 | 81.3 | 79.3 | 83.2 | 73.5 | 76.7 | 90.4 | |
F-measure | 69.1 | 76.5 | 74.1 | 73.0 | 71.3 | 77.4 | 74.6 | 83.8 | 73.4 | 85.1 | 72.4 | 78.0 | 93.2 | |
MCC | 31.9 | 53.0 | 48.2 | 46.1 | 42.6 | 54.8 | 49.2 | 67.6 | 43.3 | 70.2 | 44.8 | 56.1 | 86.1 | |
AUC | 65.9 | 76.5 | 74.1 | 73.0 | 71.3 | 77.4 | 74.6 | 83.7 | 71.6 | 85.1 | 72.4 | 78.0 | 92.8 |