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Brain–Computer Interfaces - Index of

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BCIs in the Laboratory and at Home: The Wadsworth Research Program 105<br />

Fig. 8 Sample waveforms for attended (black) and unattended (gray) stimuli for electrodes PO7,<br />

Pz, and PO8. Row 1: Data were collected using a 6 × 6 P300 matrix paradigm with stimulation<br />

every 175 ms. Rows 2 and 3: Data were collected using a two-target oddball paradigm with stimulation<br />

every 200 ms or every 1.5 s, respectively. The P300 response is evident at Pz (at about<br />

400 ms), and a negative deflection at approximately 200 ms is evident at locations PO7 and PO8<br />

response (i.e., Fz, Cz, and Pz) provide valuable information for classifying matrix<br />

data. This is consistent with previous data showing that occipital electrodes improve<br />

classification [20, 35]. These electrode locations discriminate attended from nonattended<br />

stimuli, as measured by r 2 , the squared value <strong>of</strong> Pearson’s r that measures<br />

the relationship between two variables [52]. Examination <strong>of</strong> the waveforms suggests<br />

that a negative deflection preceding the actual P300 response provides this<br />

additional unique information (see Fig. 8, row1).<br />

The unique classification information provided by the occipital electrodes is<br />

probably not due simply to the user fixating the target symbol. Several previous<br />

studies have established that attentional factors increase the amplitude <strong>of</strong> the occipital<br />

P1, N1, and N2 components <strong>of</strong> the waveform [15, 18, 19, 26]. For example,<br />

Mangun et al. [26] had participants maintain fixation on a cross while stimuli were<br />

flashed in a random order to the four visual quadrants. The participants’ task was<br />

to attend to the stimuli in one quadrant and ignore the other three quadrants. The<br />

amplitudes <strong>of</strong> the P1, N1, and N2 responses to stimuli in a given location were significantly<br />

larger when the location was attended than when the location was ignored,<br />

even though fixation remained on a central cross throughout. In addition, eye movements<br />

and blinks were monitored by recording vertical and horizontal EOG, and

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