Lieven De Lathauwer
Lieven De Lathauwer
Verified email at kuleuven.be
TitleCited byYear
A multilinear singular value decomposition
L De Lathauwer, B De Moor, J Vandewalle
SIAM journal on Matrix Analysis and Applications 21 (4), 1253-1278, 2000
33032000
On the Best Rank-1 and Rank-(R1 ,R2 ,. . .,RN) Approximation of Higher-Order Tensors
L De Lathauwer, B De Moor, J Vandewalle
SIAM journal on Matrix Analysis and Applications 21 (4), 1324-1342, 2000
13682000
Tensor decompositions for signal processing applications: From two-way to multiway component analysis
A Cichocki, D Mandic, L De Lathauwer, G Zhou, Q Zhao, C Caiafa, ...
IEEE Signal Processing Magazine 32 (2), 145-163, 2015
6082015
Fetal electrocardiogram extraction by blind source subspace separation
L De Lathauwer, B De Moor, J Vandewalle
IEEE transactions on biomedical engineering 47 (5), 567-572, 2000
4972000
Signal processing based on multilinear algebra
L De Lathauwer
Katholieke Universiteit Leuven, 1997
4491997
A link between the canonical decomposition in multilinear algebra and simultaneous matrix diagonalization
L De Lathauwer
SIAM journal on Matrix Analysis and Applications 28 (3), 642-666, 2006
3782006
Tensor decomposition for signal processing and machine learning
ND Sidiropoulos, L De Lathauwer, X Fu, K Huang, EE Papalexakis, ...
IEEE Transactions on Signal Processing 65 (13), 3551-3582, 2017
3482017
Decompositions of a higher-order tensor in block terms—Part II: Definitions and uniqueness
L De Lathauwer
SIAM Journal on Matrix Analysis and Applications 30 (3), 1033-1066, 2008
2692008
Fourth-order cumulant-based blind identification of underdetermined mixtures
L De Lathauwer, J Castaing, JF Cardoso
IEEE Transactions on Signal Processing 55 (6), 2965-2973, 2007
2442007
Computation of the canonical decomposition by means of a simultaneous generalized Schur decomposition
L De Lathauwer, B De Moor, J Vandewalle
SIAM journal on Matrix Analysis and Applications 26 (2), 295-327, 2004
2172004
Decompositions of a higher-order tensor in block terms—Part III: Alternating least squares algorithms
L De Lathauwer, D Nion
SIAM journal on Matrix Analysis and Applications 30 (3), 1067-1083, 2008
213*2008
An introduction to independent component analysis
L De Lathauwer, B De Moor, J Vandewalle
Journal of Chemometrics: A Journal of the Chemometrics Society 14 (3), 123-149, 2000
2082000
Blind identification of underdetermined mixtures by simultaneous matrix diagonalization
L De Lathauwer, J Castaing
IEEE Transactions on Signal Processing 56 (3), 1096-1105, 2008
2032008
Dimensionality reduction in higher-order signal processing and rank-(R1, R2,…, RN) reduction in multilinear algebra
L De Lathauwer, J Vandewalle
Linear Algebra and its Applications 391, 31-55, 2004
1912004
Fetal electrocardiogram extraction by source subspace separation
L De Lathauwer, B De Moor, J Vandewalle
Proc. IEEE SP/ATHOS Workshop on HOS, Girona, Spain, 134-138, 1995
1741995
Learning with tensors: a framework based on convex optimization and spectral regularization
M Signoretto, QT Dinh, L De Lathauwer, JAK Suykens
Machine Learning 94 (3), 303-351, 2014
1642014
Optimization-based algorithms for tensor decompositions: Canonical polyadic decomposition, decomposition in rank-(L_r,L_r,1) terms, and a new generalization
L Sorber, M Van Barel, L De Lathauwer
SIAM Journal on Optimization 23 (2), 695-720, 2013
1562013
Tensor-based techniques for the blind separation of DS–CDMA signals
L De Lathauwer, J Castaing
Signal Processing 87 (2), 322-336, 2007
1402007
Unconstrained optimization of real functions in complex variables
L Sorber, MV Barel, LD Lathauwer
SIAM Journal on Optimization 22 (3), 879-898, 2012
1322012
Canonical decomposition of ictal scalp EEG reliably detects the seizure onset zone
M De Vos, A Vergult, L De Lathauwer, W De Clercq, S Van Huffel, ...
NeuroImage 37 (3), 844-854, 2007
1292007
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