Table 8.
RF, SVM, bagging and boostingperformance without sub-sampling in terms of AUC on eight disease categories
| Disease | RF | SVMSVM | Bagging | Boosting |
|---|---|---|---|---|
| Breast cancer | 0.8793 | 0.5 | 0.5085 | 0.836 |
| Diabetes no complication | 0.8567 | 0.5 | 0.4749 | 0.8175 |
| Diabetes with/complication | 0.9084 | 0.648 | 0.4985 | 0.8278 |
| Hypertension | 0.8893 | 0.6908 | 0.4886 | 0.8515 |
| Coronary Atherosclerosis | 0.9193 | 0.6601 | 0.4945 | 0.8608 |
| Peripheral Atherosclerosis | 0.8872 | 0.5 | 0.4925 | 0.8279 |
| Other Circulatory Diseases | 0.7389 | 0.5 | 0.4829 | 0.6851 |
| Osteoporosis | 0.7968 | 0.5 | 0.4931 | 0.8561 |