Table 7 Top four most importance variable for the eight disease categories
From: Predicting disease risks from highly imbalanced data using random forest
Disease | Variable 1 | Variable 2 | Variable 3 |
|---|---|---|---|
1. Breast cancer | Age | Sex | Secondary malignant Secondary malignant sddsmalignant malignant |
2. Diabetes no complication | Age | Hypertension | Hyperlipidemia |
3. Diabetes with/complication | Age | Normal pregnancy | Fluid-electrolyte imbalance |
4. Hypertension | Age | Hyperlipidemia | Diabetes without compl. |
5. Coronary atherosclerosis | Age | Hypertension | Hyperlipidemia |
6. Peripheral atherosclerosis | Age | Coronary Atherosclerosis | Hypertension |
7. Other circulatory diseases | Age | Dysthymia | Anemia |
8. Osteoporosis | Age | Race | Hypertension |