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. 2023 May 15;2023:5524561. doi: 10.1155/2023/5524561

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