Table 6.
Classification accuracy obtained from dynamic FNC for fMRI beta coefficients, MEG beta coefficients for each frequency, and combination of all MEG beta coefficients frequency bands by using majority voting method.
Acc% | fMRI | MEG | |||||
---|---|---|---|---|---|---|---|
Delta (%) | Theta (%) | Alpha (%) | Beta (%) | Gamma (%) | Ensemble (%) | ||
NBC | 82.42 | 71.43 | 53.85 | 65.93 | 71.43 | 51.65 | 65.93 |
nSVM | 83.52 | 69.23 | 58.24 | 69.23 | 72.53 | 51.65 | 69.23 |
LDF | 82.42 | 71.43 | 53.85 | 65.93 | 68.13 | 52.75 | 65.93 |
Average | 82.79 | 70.70 | 55.31 | 67.03 | 70.70 | 52.02 | 67.03 |
(std) | (0.64) | (1.27) | (2.53) | (1.91) | (2.29) | (0.64) | (1.91) |