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On Semi-Blind Source Separation Using Spatial Constraints With Applications in EEG Analysis
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Hesse, Christian W. and James, C. J. (2006) On Semi-Blind Source Separation Using Spatial Constraints With Applications in EEG Analysis. IEEE Transactions on Biomedical Engineering, Vol. 53 (No. 12). pp. 2525-2534. doi:10.1109/TBME.2006.883796 ISSN 0018-9294.
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Official URL: http://dx.doi.org/10.1109/TBME.2006.883796
Abstract
Blind source separation (BSS) techniques, such as independent component analysis (ICA), are increasingly being used in biomedical signal processing applications, including the analysis of multichannel electroencephalogram (EEG) and magnetoencephalogram (MEG) signals. These methods estimate a set of sources from the observed data, which reflect the underlying physiological signal generating and mixing processes, noise and artifacts. In practice, BSS methods are often applied in the context of additional information and expectations regarding the spatial or temporal characteristics of some sources of interest, whose identification requires complicated post-hoc analysis or, more commonly, manual selection by human experts. An alternative would be to incorporate any available prior knowledge about the source signals or locations into a semi-blind source separation (SBSS) approach, effectively by imposing temporal or spatial constraints on the underlying source mixture model. This work is concerned with biomedical applications of SBSS using spatial constraints, particularly for artifact removal and source tracking in EEG analysis, and provides definitions of different types of spatial constraint along with general guidelines on how these can be implemented in conjunction with conventional BSS methods
Item Type: | Journal Article | ||||
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Divisions: | Faculty of Science, Engineering and Medicine > Engineering > WMG (Formerly the Warwick Manufacturing Group) | ||||
Journal or Publication Title: | IEEE Transactions on Biomedical Engineering | ||||
Publisher: | IEEE | ||||
ISSN: | 0018-9294 | ||||
Official Date: | 2006 | ||||
Dates: |
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Volume: | Vol. 53 | ||||
Number: | No. 12 | ||||
Page Range: | pp. 2525-2534 | ||||
DOI: | 10.1109/TBME.2006.883796 | ||||
Status: | Peer Reviewed | ||||
Publication Status: | Published | ||||
Access rights to Published version: | Restricted or Subscription Access |
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