Research Article

Basic Hand Gestures Classification Based on Surface Electromyography

Table 2

Percent of correctly classified samples by the Support Vector Machine with the polynomial kernel.

Features used HC HO WF WE IF T Mean

MAV 96.8 94.28 99.52 99.01 97.81 93.36 96.81
WL 83.65 81.32 89.67 87.25 85.01 81.8 84.78
MAV + WL + WAMP 89.39 86.83 98.67 97.72 93.27 89.8 92.61
MAV + WL + SSC 86.82 82.58 97.87 97.54 91.61 86.38 90.47