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Table 7 Overall accuracies for the classifiers in all learning approaches

From: Improving the recognition of grips and movements of the hand using myoelectric signals

Method Subj1 (%) Subj2 (%) Subj3 (%) Avg. (%)
Dec.Tree (C4.5) 76.77 65.18 65.28 69.08
1-NN 77.02 71.51 64.41 71.00
RandFor. (25) 84.28 72.71 72.93 76.64
SVM 80.58 71.19 70.21 74.00
Affinity 88.91 81.95 79.94 83.63
DTW 88.67 83.67 82.67 85.22
  1. The first four are the classifiers used in the first approach, while the bottom two rows represent values for the second and third approaches at the top of the curve for each subject, as noted in Figs. 9 and 11