Decoding of Human Movements Based on Deep Brain Local Field Potentials Using Ensemble Neural Networks

Table 5

Standardized 1st-order moment of evaluation measures.

Classifiers evaluated	F-Measure	mean-1	mean-2	Desirability value
During decoding movement and resting
FBANN	9.77	9.92	10.17	9.13
RBFNN	10.41	11.52	11.74	10.25
PNN	10.08	10.57	10.32	10.02
Ensemble	11.08	11.78	11.82	11.22
For decoding left and right finger movement
FBANN	7.27	8.09	8.62	8.25
RBFNN	8.37	11.30	11.90	9.39
PNN	6.88	7.96	8.15	7.58
Ensemble	8.46	9.58	10.98	9.67