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Title: Dimensionality reduction in ICA and rank-(R-1, R-2, ..., R-N) reduction in multilinear algebra
Authors: De Lathauwer, Lieven ×
Vandewalle, Joos #
Issue Date: 2004
Publisher: Springer-verlag berlin
Host Document: Proc. of the fifth International Conference on Independent component analysis and blind signal separation (ICA 2004) vol:3195 pages:295-302
Conference: International Conference on Independent component analysis and blind signal separation (ICA 2004) edition:5th location:Granada, Spain date:Sep. 2004
Abstract: We show that the best rank-(R-1, R-2,..., R-N) approximation in multilinear algebra is a powerful tool for dimensionality reduction in ICA schemes without prewhitening. We consider the application to different classes of ICA algorithms.
ISSN: 0302-9743
Publication status: published
KU Leuven publication type: IC
Appears in Collections:ESAT - STADIUS, Stadius Centre for Dynamical Systems, Signal Processing and Data Analytics
Faculty of Science, Campus Kulak Kortrijk
× corresponding author
# (joint) last author

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