[Eeglablist] Artifact removal validation
David Groppe
dgroppe at cogsci.ucsd.edu
Tue Jun 19 19:29:07 PDT 2007
Hi Borna,
I know of one algorithm for automatically identifying components
corresponding to blinks and eye movements:
Joyce, C.A., Gorodnitsky, I.F. and Kutas, M. Automatic Removal of Eye
Movement and Blink Artifacts From EEG Data Using Blind Component
Separation, Psychophysiology, 2004, 41(2), 313-325.
They provide a bit of evidence that the method works and it could make
your identification of such artifacts objective.
cheers,
-David
dgroppe at cogsci.ucsd.edu
On Tue, 19 Jun 2007, Borna Noureddin wrote:
> Hello,
>
> I have been working through the most recent tutorial on artifact
> rejection, and have a question about validation. How can I validate or
> evaluate the performance of ICA for artifact removal?
>
> The tutorial gives some steps for identifying artifact components, but
> they are quite subjective. This is further compounded by the fact that,
> given the same set of data, running ICA gives a different set of
> components each time. So, even with an acceptable validation method,
> it's unclear how I can objectively and reliably apply that method.
>
> Is there, for example, a "post-artifact-removal" version of the tutorial
> dataset that can be compared with the original tutorial dataset provided
> with EEGLAB? And if so, is there documentation about how precisely the
> artifacts were removed?
>
> Thanks,
> Borna Noureddin
>
>
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