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. 2019 Oct 31;2019:9152506. doi: 10.1155/2019/9152506

Table 2.

EMG signal classification results for bagging.

Accuracy (%) F-measure ROC area Kappa
ANN 83.33 0.83 0.89 0.81
k-NN 91.42 0.914 0.986 0.8712
SVM 98.00 0.980 0.994 0.97
RF 98.92 0.989 1 0.9837
C4.5 98.08 0.981 0.998 0.9712
Random Tree 97.54 0.975 0.997 0.9631
REPTree 97.54 0.975 0.997 0.9631
LADTree 88.33 0.883 0.912 0.825
NB 89.71 0.895 0.968 0.8456