A Study on Decoding Models for the Reconstruction of Hand Trajectories from the Human Magnetoencephalography

Table 1

Movement prediction performance by different algorithms.

Algorithm	Movements	ODC	MDC	ME	MV
Kalman	Reach + rest	19.728 ± 0.227	23.262 ± 0.242	0.148 ± 0.003	0.190 ± 0.003
Hybrid	Reach + rest	8.015 ± 0.175	9.321 ± 0.180	0.191 ± 0.004	0.251 ± 0.005
Linear	Reach + rest	20.010 ± 0.277	21.585 ± 0.333	0.215 ± 0.004	0.300 ± 0.006
Kalman	Reach	12.995 ± 0.167	16.992 ± 0.181	0.125 ± 0.001	0.169 ± 0.002
Hybrid	Reach	7.956 ± 0.113	9.841 ± 0.153	0.188 ± 0.002	0.258 ± 0.002
Linear	Reach	15.410 ± 0.193	17.441 ± 0.244	0.159 ± 0.002	0.222 ± 0.003

All values are the mean ± standard error of the mean. ODC: orthogonal direction changes; MDC: movement direction changes; ME: movement error; MV: movement variability.