TABLE 14. Model Performance on Validation and Testing Datasets (Obesity).
| Validation | Accuracy | Sensitivity | Specificity | Precision | F1 |
|---|---|---|---|---|---|
| DNN | 0.886 | 0.734 | 0.942 | 0.823 | 0.776 |
| Random forest | 0.967 | 0.906 | 0.992 | 0.978 | 0.941 |
| Decision tree | 0.953 | 0.908 | 0.971 | 0.927 | 0.918 |
| Testing | Accuracy | Sensitivity | Specificity | Precision | F1 |
| DNN | 0.910 | 0.471 | 0.978 | 0.772 | 0.585 |
| Random forest | 0.931 | 0.503 | 0.998 | 0.978 | 0.665 |
| Decision tree | 0.917 | 0.697 | 0.951 | 0.689 | 0.693 |