TitleThe joint use of tangential electric field and surface Laplacian in EEG classification
Publication TypeJournal Article
Year of Publication2014
AuthorsCarvalhaes, CG, de Barros, JAcacio, Perreau-Guimaraes, M, Suppes, P
JournalBrain Topography
Volume27
Issue1
Pagination84-94
Date Published01/2014
ISSNPrint ISSN 0896-0267, Online ISSN 1573-6792
KeywordsNeuroscience, Psychology and Neuroscience
Abstract

We investigate the joint use of the tangential electric field (EF) and the surface Laplacian (SL) derivation as a method to improve the classification of EEG signals. We considered five classification tasks to test the validity of such approach. In all five tasks, the joint use of the components of the EF and the SL outperformed the scalar potential. The smallest effect occurred in the classification of a mental task, wherein the average classification rate was improved by 0.5 standard deviations. The largest effect was obtained in the classification of visual stimuli and corresponded to an improvement of 2.1 standard deviations.

URLhttp://link.springer.com/article/10.1007/s10548-013-0305-y
DOI10.1007/s10548-013-0305-y

Last modified Thu, 26 Jun, 2014 at 15:58