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. 2021 Jul 22;7:e547. doi: 10.7717/peerj-cs.547

Table 16. Results of machine learning classifiers using cross validation.

Model CR Resampling CC Resampling
Accuracy Confidence Interval Accuracy Confidence Interval
RF 0.986 +/−0.013 0.794 +/−0.061
LR 0.850 +/−0.017 0.794 +/−0.093
ETC 0.990 +/−0.013 0.767 +/−0.082
AB 0.978 +/−0.017 0.756 +/−0.103
SVM 0.836 +/−0.038 0.828 +/−0.058
SMOTE Resampling ADASYN Resampling
RF 0.911 +/−0.038 0.917 +/−0.046
LR 0.847 +/−0.066 0.803 +/−0.052
ETC 0.920 +/−0.041 0.909 +/−0.062
AB 0.873 +/−0.043 0.866 +/−0.056
SVM 0.840 +/−0.049 0.810 +/−0.071