Table 4.
The results of five combined models for depressive symptoms on the training and test sets.
| Data sets | Model | Accuracy | Precision | Recall | F1-score | AUC |
|---|---|---|---|---|---|---|
| Training set | KNN | 0.796 ± 0.01 | 0.791 ± 0.01 | 0.796 ± 0.01 | 0.787 ± 0.01 | 0.851 ± 0.02 |
| GNB | 0.807 ± 0.02 | 0.816 ± 0.02 | 0.807 ± 0.02 | 0.810 ± 0.02 | 0.879 ± 0.02 | |
| SVM | 0.798 ± 0.01 | 0.796 ± 0.01 | 0.798 ± 0.01 | 0.785 ± 0.01 | 0.881 ± 0.02 | |
| RF | 0.803 ± 0.01 | 0.798 ± 0.01 | 0.803 ± 0.01 | 0.795 ± 0.01 | 0.873 ± 0.02 | |
| LR | 0.811 ± 0.01 | 0.807 ± 0.01 | 0.811 ± 0.01 | 0.803 ± 0.01 | 0.881 ± 0.01 | |
|
| ||||||
| Test set | KNN | 0.798 | 0.792 | 0.798 | 0.793 | 0.875 |
| GNB | 0.824 | 0.831 | 0.824 | 0.825 | 0.904 | |
| SVM | 0.822 | 0.820 | 0.822 | 0.818 | 0.902 | |
| RF | 0.819 | 0.819 | 0.819 | 0.819 | 0.901 | |
| LR | 0.826 | 0.822 | 0.826 | 0.823 | 0.904 | |