[Eeglablist] ICA strategy on multi epoch data in EEGLab
arno
arno at salk.edu
Thu May 3 15:09:22 PDT 2007
Dear Peng,
peng wrote:
> I have a question on the ICA strategy of multi epoch data in EEGLab:
> When we import NeuroScan eeg file into EEGLab, the data would be 3
> dimension: time points * channels * epochs. I think ICA would deal
> with 2-dimention data, so there may be several strategies.
>
The 3-D matrix is transformed into 2-D before running Infomax ICA
(runica function). This is equivalent to concatenating all data epochs.
Note that since ICA is an instantaneous algorithm, and does not take
into account time information, epochs boundaries are irrelevant. Epoch
boundaries are not irrelevant to the SOBI ICA algorithm for instance
that does take into account time information. For SOBI the 3-D array is
given as input and ICA and the covariance matrix is computed for each
epoch, then averaged across epochs.
Best regards,
Arno
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