Research Article

A Novel Method for Hand Movement Recognition Based on Wavelet Packet Transform and Principal Component Analysis with Surface Electromyogram

Table 2

Average classification accuracy of five different dimensional feature spaces (by using PCA).

ClassifierThe dimension of the feature space
10 (%)20 (%)30 (%)40 (%)50 (%)

KNN90.5892.7296.0394.8895.95
SVM92.7892.0194.5088.5184.38
Bagging86.6688.3690.0889.3489.69