TABLE 13. Performance Given Different Feature Sets (Obesity).
Feature | Model | Accuracy | Sensitivity | Precision | F1 |
---|---|---|---|---|---|
All features | Random forest | 0.967 | 0.906 | 0.978 | 0.941 |
Environmental & lifestyle features | Decision tree | 0.940 | 0.882 | 0.882 | 0.882 |
Clinical questionnaire features | Decision tree | 0.666 | 0.357 | 0.416 | 0.384 |