Validation of ICA as a tool to remove eye movement artifacts from EEG/ERP

被引:96
|
作者
Mennes, Maarten [1 ]
Wouters, Heidi [1 ]
Vanrumste, Bart [2 ,3 ]
Lagae, Lieven [1 ]
Stiers, Peter [1 ,4 ]
机构
[1] Katholieke Univ Leuven, Sect Paediat Neurol, Dept Woman & Child, Louvain, Belgium
[2] Katholieke Univ Leuven, SCD ESAT, Louvain, Belgium
[3] Katholieke Hogesch Kempen, MOBILAB, Geel, Belgium
[4] Maastricht Univ, Dept Neuropsychol & Psychopharmacol, Maastricht, Netherlands
关键词
EEG; ERP; Artifact removal; Validation; Blink artifact; Independent component analysis; INDEPENDENT COMPONENT ANALYSIS; EVENT-RELATED POTENTIALS; OCULAR ARTIFACTS; EEG; DYNAMICS; EXTRACTION; SEPARATION; FMRI;
D O I
10.1111/j.1469-8986.2010.01015.x
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
Eye movement artifacts in electroencephalogram (EEG) recordings can greatly distort grand mean event-related potential (ERP) waveforms. Different techniques have been suggested to remove these artifacts prior to ERP analysis. Independent component analysis (ICA) is suggested as an alternative method to "filter" eye movement artifacts out of the EEG, preserving the brain activity of interest and preserving all trials. However, the identification of artifact components is not always straightforward. Here, we compared eye movement artifact removal by ICA compiled on 10 s of EEG, on eye movement epochs, or on the complete EEG recording to the removal of eye movement artifacts by rejecting trials or by the Gratton and Coles method. ICA performed as well as the Gratton and Coles method. By selecting only eye movement epochs for ICA compilation, we were able to facilitate the identification of components representing eye movement artifacts.
引用
收藏
页码:1142 / 1150
页数:9
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