Wrist EMG Monitoring Using Neural Networks Techniques

Table 7

Classification performance indicators.

	MAV	RMS	WL	VAR
Precision
Extension	0.8868	0.9600	0.8381	0.6000
Flexion	0.9126	0.9333	0.8241	0.6667
Pronation	0.8544	0.9592	0.7387	0.6100
Supination	0.9000	0.9794	0.8586	0.5313
Accuracy
Extension	0.9400	0.9886	0.833	0.8244
Flexion	0.9400	0.9795	0.9592	0.8244
Pronation	88.0000	0.9726	0.8269	0.8244
Supination	90.0000	0.9532	0.9631	0.8244
Recall
Extension	0.9400	1.0000	0.8889	0.6000
Flexion	0.9400	1.0000	0.89	0.5891
Pronation	0.8800	0.9307	0.8817	0.5169
Supination	0.9000	0.8962	0.8763	0.6869
F1-score
Extension	0.9129	0.9796	0.8628	0.6000
Flexion	0.9261	0.9657	0.8559	0.6251
Pronation	0.8669	0.9447	0.8042	0.5600
Supination	0.9000	0.9356	0.8673	0.6000