Table 4.
Average mutual information values results for the proposed method against conventional methods for all electrodes using simulated EEG data.
Electrode location | Proposed | ICA | Regression | wICA | REGICA |
---|---|---|---|---|---|
Fp1 | 1.6398 | 0.9039 | 0.2651 | 1.4421 | 0.2259 |
Fp2 | 1.5366 | 0.9988 | 0.2342 | 1.3944 | 0.2690 |
F3 | 1.9059 | 1.4578 | 0.7306 | 1.8121 | 0.6418 |
F4 | 1.8062 | 1.4285 | 0.5596 | 1.7177 | 0.6026 |
F7 | 1.9909 | 1.8399 | 1.0204 | 1.8886 | 1.0216 |
F8 | 1.8728 | 1.7351 | 0.8462 | 1.7651 | 0.9651 |
Fz | 1.9224 | 1.9765 | 1.0893 | 1.8303 | 1.2459 |
C3 | 1.9617 | 1.9696 | 0.8580 | 1.8864 | 1.2405 |
C4 | 1.9550 | 2.0387 | 1.1039 | 1.9239 | 1.3584 |
Cz | 1.9929 | 2.0350 | 0.9358 | 1.9143 | 1.3500 |
T7 | 1.7554 | 1.2134 | 0.4181 | 1.6996 | 0.3862 |
T8 | 1.7768 | 1.2044 | 0.3557 | 1.5369 | 0.3581 |
P7 | 1.9318 | 1.5764 | 0.6672 | 1.8447 | 0.6997 |
P8 | 1.7724 | 1.5598 | 0.4813 | 1.6181 | 0.6670 |
P3 | 1.9143 | 1.7891 | 0.9618 | 1.8756 | 1.1355 |
P4 | 1.8039 | 1.8235 | 0.7050 | 1.7417 | 1.1603 |
Pz | 1.8732 | 1.3261 | 0.6534 | 1.7142 | 0.5122 |
O1 | 1.9088 | 1.7704 | 0.9169 | 1.7895 | 0.9032 |
O2 | 1.9677 | 2.0576 | 1.1030 | 1.8811 | 1.2322 |