Table 1.
S1 | S2 | S3 | S4 | S5 | S6 | S7 | S8 | S9 | |
---|---|---|---|---|---|---|---|---|---|
Overt | 88.6 | 69.0 | 72.4 | 77.8 | 57.9 | 57.0 | 51.3 | 82.2 | 56.6 |
Imagined | 95.0 | 69.9 | 71.9 | 45.8 | 62.5 | 39.6 | 73.7 | 44.3 | 45.2 |
Subjects S1–S5 performed the nondelayed center-out task, and subjects S6–S9 performed the delayed center-out task. MEG sensors above the sensorimotor area were used. The time window for decoding analysis was determined based on the sensor-space MANOVA analysis. MEG signals within that time window were averaged. Intended movement direction was decoded using a Bayesian classifier with leave-one-out cross validation. The chance level is 25%. The average decoding accuracies across all subjects are 67 and 62.5% for overt and imagined movement, respectively. MEG, magnetoencephalography; MANOVA, multivariate ANOVA.