Table 7.
Classification accuracy obtained from the dynamic FNC for the combination of fMRI data and MEG data for each frequency band and the combination of all by using majority voting method.
Acc % | fMRI | Ensemble (%) | ||||
---|---|---|---|---|---|---|
MEG Delta (%) | MEG Theta (%) | MEG Alpha (%) | MEG Beta (%) | MEG Gamma (%) | ||
NBC | 86.81 | 85.71 | 83.52 | 87.91 | 83.52 | 90.11 |
nSVM | 84.62 | 81.32 | 82.42 | 85.71 | 82.42 | 87.91 |
LDF | 83.52 | 83.52 | 82.42 | 83.52 | 82.42 | 85.71 |
Average | 84.98 | 83.52 | 82.79 | 85.71 | 82.79 | 87.91 |
(std) | (1.67) | (2.20) | (0.64) | (2.20) | (0.64) | (2.20) |