Dimensionality Reduction and Channel Selection of Motor Imagery Electroencephalographic Data

The performance of spatial filters based on independent components analysis (ICA) was evaluated by employing principal component analysis (PCA) preprocessing for dimensional reduction. The PCA preprocessing was not found to be a suitable method that could retain motor imagery information in a smalle...

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Bibliographic Details
Main Authors: Muhammad Naeem, Clemens Brunner, Gert Pfurtscheller
Format: Article
Language:English
Published: Hindawi Limited 2009-01-01
Series:Computational Intelligence and Neuroscience
Online Access:http://dx.doi.org/10.1155/2009/537504