[Eeglablist] Rank before ICA
Iversen, John
jiversen at ucsd.edu
Tue Aug 24 10:30:18 PDT 2021
Eric,
FYI, Makoto Miyakoshi has written about this, and wrote a plugin as well. See https://sccn.ucsd.edu/wiki/Makoto's_preprocessing_pipeline#Re-reference_the_data_to_average_.2808.2F02.2F2020_Updated.29
and
https://sccn.ucsd.edu/eeglab/plugin_uploader/plugin_list_all.php
His preprocessing page has a wealth of information.
Your implementation matches Makoto's fullRankAveRef.m :
% Apply average reference after adding initial reference
EEG.nbchan = EEG.nbchan+1;
EEG.data(end+1,:) = zeros(1, EEG.pnts);
EEG.chanlocs(1,EEG.nbchan).labels = 'initialReference';
EEG = pop_reref(EEG, []);
EEG = pop_select( EEG,'nochannel',{'initialReference'});
The only difference is you are using epoched data, while his was designed for continuous data. I see no functional difference between referencing before or after epoching, since it's done on a point-by-point basis.
FYI, comments on whether to epoch before of after ICA are here: https://sccn.ucsd.edu/wiki/Makoto's_preprocessing_pipeline#Epoch_data_to_-1_to_2_sec_.2809.2F11.2F2019_updated.29
Best,
John
On Aug 24, 2021, at 4:21 AM, Eric HG via eeglablist <eeglablist at sccn.ucsd.edu<mailto:eeglablist at sccn.ucsd.edu>> wrote:
Dear Eeglablist,
I have had some troubles with the rank of the data after re-referencing to
average.
I have therefore used the following code before ICA:
rank_one = rank(EEG.data(:,:));
EEG.nbchan = EEG.nbchan+1;
EEG.data(EEG.nbchan,:,:) = zeros(1, EEG.pnts, EEG.trials);
EEG.chanlocs(EEG.nbchan).labels = 'Ref';
EEG = pop_reref(EEG, []);
EEG = pop_select( EEG,'nochannel',{'Ref'});
rank_two = rank(EEG.data(:,:));
Is this a feasible way to overcome this?
It gives good results with ICA decomposition.
Best regards,
Eric
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