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Janett Williams
EEG Signals and New Independent Component Analysis Techniques
2014. 220 S. 220 mm
Verlag/Jahr: SCHOLAR´S PRESS 2014
ISBN: 3-639-71160-2 (3639711602)
Neue ISBN: 978-3-639-71160-8 (9783639711608)
Preis und Lieferzeit: Bitte klicken
Independent component analysis (ICA) is a popular blind source separation (BSS) technique that has proven to be promising for the analysis of EEG data. There are different estimators to developing these ICAs. This book presents new algorithms utilizing (i) Mutual Information based on B-Spline functions, (ii) a merger of ICA and Translation Invariant Wavelet Transform and (iii) the merger of g the B-Spline ICA with the Translation Invariant Wavelet Transform. In addition Unscented Kalman Filtering has been applied as it does not require any prior signal knowledge. Each algorithm has been examined and compared to ones in literature tackling the same EEG problems; results are drawn on the base of comparative tests on both synthetic and real signals.
Janett Williams received her B.S. and M.S. degrees, from the University of the West Indies in 1994 and 2001 respectively and her PhD from the University of Southern Queensland in Australia in 2012. Her research interest includes Independent Component Analysis, Neural Network Applications, Signal/Image Processing especially when applied to medicine.