Application of decorrelation-independent component analysis to biomagnetic multi-channel measurements. |
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Authors: | Tilmann H Sander Martin Burghoff Peter Van Leeuwen Lutz Trahms |
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Affiliation: | Physikalisch-Technische Bundesanstalt, Berlin, Germany. tilmann.sander-thoemmes@ptb.de |
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Abstract: | Biomagnetic multi-channel recordings are typically a superposition of signals from several biological sources of interest and from biological and technical noise sources. Besides averaging, source localization, and spectral analysis to name only a few methods, independent component analysis is an established tool to resolve the superposition present in raw biomagnetic data on a purely statistical basis. Here the time-delayed decorrelation-independent component analysis algorithm is applied to exemplary magnetocardiographic and magnetoencephalographic data and the successful signal separation is demonstrated. |
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