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. 2016 Aug 26;10(Suppl 3):62. doi: 10.1186/s12918-016-0306-z

Table 5.

10-fold cross-validation performance results of five classifiers

Classifier Accuracy TPR FPR TNR FNR F measure
Random forest 70.86 0.58 0.19 0.81 0.42 0.59
Support vector machine 69.16 0.49 0.16 0.84 0.51 0.53
J48 (C4.5) 60.11 0.47 0.26 0.74 0.53 0.47
Naïve Bayes 57.24 0.45 0.29 0.71 0.55 0.44
k-Nearest Neighbors 49.17 0.25 0.16 0.84 0.75 0.31