Table 2.
Performance comparison of different classifiers based on the 5-fold CV tests.
| Method | SN | SP | F-value | MCC | ACC |
|---|---|---|---|---|---|
| SVM | 0.920 ± 0.004∗ | 0.982 ± 0.001∗ | 0.934 ± 0.004∗ | 0.912 ± 0.005∗ | 0.967 ± 0.002∗ |
| KNN | 0.913 ± 0.006 | 0.962 ± 0.003 | 0.902 ± 0.005 | 0.869 ± 0.006 | 0.950 ± 0.002 |
| NB | 0.915 ± 0.004 | 0.913 ± 0.002 | 0.844 ± 0.003 | 0.790 ± 0.004 | 0.914 ± 0.002 |
| GBM | 0.900 ± 0.007 | 0.974 ± 0.002 | 0.911 ± 0.005 | 0.881 ± 0.007 | 0.955 ± 0.002 |
| RF | 0.875 ± 0.009 | 0.967 ± 0.003 | 0.888 ± 0.007 | 0.851 ± 0.009 | 0.943 ± 0.004 |
| XGBoost | 0.908 ± 0.006 | 0.976 ± 0.002 | 0.917 ± 0.004 | 0.890 ± 0.006 | 0.958 ± 0.002 |