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. 2021 Apr 8;12:657182. doi: 10.3389/fgene.2021.657182

Table 3.

Comparison of different machine learning classifier under five-fold cross-validation.

Classifier Acc. (%) Sen. (%) Spec. (%) Prec. (%) MCC (%) AUC (%)
SVM 70.62 ± 0.85 71.71 ± 1.17 69.53 ± 1.61 70.20 ± 1.05 41.26 ± 1.69 77.58 ± 0.77
Logistic 71.48 ± 0.60 71.34 ± 0.78 71.61 ± 0.65 71.54 ± 0.59 42.95 ± 1.20 78.66 ± 0.56
KNN 69.13 ± 0.48 86.33 ± 0.34 51.92 ± 0.94 64.23 ± 0.45 40.74 ± 0.91 78.87 ± 0.60
GBDT 74.40 ± 0.43 60.90 ± 0.80 87.90 ± 0.78 83.44 ± 0.83 50.69 ± 0.91 84.67 ± 0.66
Random Forest 76.86 ± 0.49 73.86 ± 0.79 79.86 ± 0.61 78.57 ± 0.53 53.82 ± 0.97 85.06 ± 0.49