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

Table 6

Statistical significance measures of the classifiers while decoding movement from the resting.

Classifiers evaluated	MCC value	Overall kappa value,	BACC
For decoding movement versus resting
FBANN	0.691	0.607 ± 0.25	84.73
RBFNN	0.691	0.599 ± 0.27	85.51
PNN	0.701	0.692 ± 0.17	85.27
Ensemble	0.737	0.729 ± 0.16	87.36
For decoding left versus right finger movement
FBANN	0.647	0.634 ± 0.20	82.49
RBFNN	0.665	0.563 ± 0.23	85.96
PNN	0.636	0.590 ± 0.28	82.91
Ensemble	0.712	0.671 ± 0.14	85.96