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. 2021 Jan 6;2021:6690299. doi: 10.1155/2021/6690299

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