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. 2020 Mar 13;3:118. doi: 10.1038/s42003-020-0858-8

Table 4.

Comparison of various evaluation criteria based on different classifiers including Naive Bayes, Logistic Regression, Extra Tree and Random Forest under 5-fold Cross-validation.

Classifier Acc. (%) Sen. (%) Spec. (%) Prec. (%) MCC (%) AUC (%)
NB 67.69 ± 2.32 77.47 ± 2.12 57.91 ± 3.01 64.81 ± 2.07 36.07 ± 4.68 75.71 ± 1.55
LR 80.78 ± 0.44 85.16 ± 1.07 76.41 ± 0.34 78.30 ± 0.19 61.81 ± 0.94 87.39 ± 0.28
ET 91.77 ± 0.17 91.05 ± 0.22 92.50 ± 0.13 92.39 ± 0.14 83.56 ± 0.34 96.13 ± 0.04
RF 91.47 ± 0.22 90.96 ± 0.32 91.98 ± 0.25 91.90 ± 0.24 82.94 ± 0.44 96.47 ± 0.13