Research Article

Vector Autoregressive Hierarchical Hidden Markov Models for Extracting Finger Movements Using Multichannel Surface EMG Signals

Table 2

Classifier accuracy in % for the different subjects and MAV feature.

SUBLDAQDAKNNSVM 
ECOC
L 
ECOC
LDA 
ECOC
KNN 
ECOC
NBRFDTHMMHSMMHMM 
S1
HSMM 
S1

182.0786.3979.1082.4380.6082.6579.1965.9779.6569.7087.5091.1886.7090.94
280.2881.9479.9684.8380.8583.5580.4569.3683.0165.6883.5185.6183.5185.42
379.6956.8277.1981.2672.7780.3177.9863.7979.4857.7576.2875.7671.5173.43
481.6482.3182.9582.8377.9282.0283.1275.3380.5670.0883.0084.3082.5983.35
580.2166.8878.5480.9778.0678.4578.7870.2574.6263.9477.2082.9662.8678.39

Median80.2881.9479.1082.4378.0682.0279.1969.3679.6565.6883.0084.3082.5983.35

Rank8711512610139143142