title: The joint use of the tangential electric field and surface Laplacian in EEG classification.
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.
authors.affiliation: Suppes Brain Lab, 220 Panama St., Ventura Hall, Stanford, CA, 94305-4115, USA, claudioc@stanford.edu.
authors.forename: C G
authors.initials: CG
authors.lastname: Carvalhaes
authors.forename: J Acacio
authors.initials: JA
authors.lastname: de Barros
authors.forename: M
authors.initials: M
authors.lastname: Perreau-Guimaraes
authors.forename: P
authors.initials: P
authors.lastname: Suppes
mesh_terms: D001921:Brain / Q000502:physiology*; D002965:Classification; D003627:Data Interpretation, Statistical; D004560:Electricity; D004569:Electroencephalography / Q000145:classification* / Q000379:methods*; D006801:Humans