27.11.2014 Views

Quantitative analysis of EEG signals: Time-frequency methods and ...

Quantitative analysis of EEG signals: Time-frequency methods and ...

Quantitative analysis of EEG signals: Time-frequency methods and ...

SHOW MORE
SHOW LESS

You also want an ePaper? Increase the reach of your titles

YUMPU automatically turns print PDFs into web optimized ePapers that Google loves.

Electrode F3 F4 Cz P3 P4 O1 O2<br />

Mean 6.27 6.72 9.80 8.96 8.85 12.65 11.63<br />

SEM 0.56 0.64 0.99 0.85 0.85 1.36 1.22<br />

F3 XXX - < 0.05 - - < 0.01 < 0.01<br />

F4 XXX < 0.05 - - < 0.01 < 0.01<br />

Cz XXX - - < 0.05 -<br />

P3 XXX - < 0.01 -<br />

P4 XXX < 0.01 < 0.05<br />

O1 XXX -<br />

O2<br />

XXX<br />

Table 2: Multiple factor ANOVA comparison <strong>of</strong> the maximum alpha b<strong>and</strong> wavelet<br />

coecients for the factor electrode. Note: SEM means st<strong>and</strong>ard error <strong>of</strong> the mean, -<br />

means no signicance<br />

for the three stimulation types, best dened in the occipital electrodes. The multiple<br />

factor ANOVA test showed no signicant dierences between stimuli type. Electrode<br />

dierences, instead, were signicant, conrming the predominant localization <strong>of</strong> the<br />

enhancements in the occipital locations, with a lower response in the anterior electrodes<br />

(see table 2).<br />

It is also interesting to note that in some <strong>of</strong> the subjects, responses in posterior electrodes<br />

upon TARGET stimulation are prolonged in comparison with the NON-TARGET<br />

<strong>and</strong> VEP ones. This coherent alpha activity extended up to a second post-stimulation.<br />

With the other stimulus types, enhancements have an abrupt decay after 200 ; 300ms<br />

post-stimulus. However, we should remark that this result was not consistent for the<br />

whole group.<br />

The delay <strong>of</strong> the maximum response in occipital electrodes was about 180ms after<br />

stimulation (see table 3). In parietal electrodes the maximum appeared about 30ms<br />

later, <strong>and</strong> in central <strong>and</strong> frontal electrodes between 50 ; 100ms after the occipital one.<br />

After applying a multiple factor ANOVA test, we veried statistically that frontal <strong>and</strong><br />

central responses were signicantly delayed in comparison to the occipital ones (p <<br />

0:05).<br />

56

Hooray! Your file is uploaded and ready to be published.

Saved successfully!

Ooh no, something went wrong!