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- Publications
- Influence
A Multilinear Singular Value Decomposition
- L. Lathauwer, B. Moor, J. Vandewalle
- Computer Science, Mathematics
- SIAM J. Matrix Anal. Appl.
- 1 March 2000
TLDR
On the Best Rank-1 and Rank-(R1 , R2, ... , RN) Approximation of Higher-Order Tensors
- L. Lathauwer, B. Moor, J. Vandewalle
- Mathematics, Computer Science
- SIAM J. Matrix Anal. Appl.
- 1 March 2000
TLDR
Tensor Decomposition for Signal Processing and Machine Learning
- N. Sidiropoulos, L. Lathauwer, Xiao Fu, Kejun Huang, Evangelos E. Papalexakis, C. Faloutsos
- Mathematics, Computer Science
- IEEE Transactions on Signal Processing
- 6 July 2016
TLDR
Decompositions of a Higher-Order Tensor in Block Terms - Part II: Definitions and Uniqueness
- L. Lathauwer
- Mathematics, Computer Science
- SIAM J. Matrix Anal. Appl.
- 1 September 2008
In this paper we introduce a new class of tensor decompositions. Intuitively, we decompose a given tensor block into blocks of smaller size, where the size is characterized by a set of mode-$n$… Expand
Fourth-Order Cumulant-Based Blind Identification of Underdetermined Mixtures
- L. Lathauwer, J. Castaing, Jean-François Cardoso
- Mathematics, Computer Science
- IEEE Transactions on Signal Processing
- 1 June 2007
TLDR
A Link between the Canonical Decomposition in Multilinear Algebra and Simultaneous Matrix Diagonalization
- L. Lathauwer
- Mathematics, Computer Science
- SIAM J. Matrix Anal. Appl.
- 1 August 2006
TLDR
On the Best Rank-1 and Rank-(
- L. Lathauwer, B. Moor, J. Vandewalle
- Mathematics
- 2004
In this paper we discuss a multilinear generalization of the best rank-R approximation problem for matrices, namely, the approximation of a given higher-order tensor, in an optimal leastsquares… Expand
- 183
- 30
Fetal electrocardiogram extraction by blind source subspace separation
- L. Lathauwer, B. Moor, J. Vandewalle
- Medicine, Computer Science
- IEEE Transactions on Biomedical Engineering
- 1 May 2000
TLDR
Blind Identification of Underdetermined Mixtures by Simultaneous Matrix Diagonalization
- L. Lathauwer, J. Castaing
- Mathematics, Computer Science
- IEEE Transactions on Signal Processing
- 1 March 2008
TLDR