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Lieven De Lathauwer

ku leuven

54H-index
406Paper Count
1.8WCitation Count
Published Papers 35
Publication Date
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Tensor Train Completion from Fiberwise Observations Along a Single Mode
errMathematics
IF2.2
err2026-03-09
err0
PREAI
errSofi, Shakir Showkat; De Lathauwer, Lieven
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Exploiting Generalized Cyclic Symmetry to Find Fast Rectangular Matrix Multiplication Algorithms Easier
errMATHEMATICS
IF2.2
err2025-09-23
err0
errOAAI
errVermeylen, Charlotte; Vervliet, Nico; De Lathauwer, Lieven; Van Barel, Marc
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errSave
Tensor decompositions for signal processing: Theory, advances, and applications
errSignal Processing
IF3.6
err2025-07-20
err0
PREAI
errNeriman Tokcan; Shakir Showkat Sofi; Van Tien Pham; Clémence Prévost; Sofiane Kharbech; Baptiste Magnier; Thanh Phuong Nguyen; Yassine Zniyed; Lieven De Lathauwer
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Factorizer: A scalable interpretable approach to context modeling for medical image segmentation
errMEDICAL IMAGE ANALYSIS
IF11.8
err2023-02-01
err10
errOAAI
errAshtari, Pooya; Sima, Diana M.; De Lathauwer, Lieven; Sappey-Marinier, Dominique; Maes, Frederik; Van Huffel, Sabine
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errSave
From multilinear SVD to multilinear UTV decomposition
errSIGNAL PROCESSING
IF3.6
err2022-09-01
err2
errOAAI
errVandecappelle, Michiel; De Lathauwer, Lieven
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Canonical Polyadic Decomposition via the Generalized Schur Decomposition
errieee signal processing magazine
IF3.9
err2022-01-01
err3
errOAAI
errEvert, Eric; Vandecappelle, Michiel; De Lathauwer, Lieven
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Early soft and flexible fusion of electroencephalography and functional magnetic resonance imaging via double coupled matrix tensor factorization for multisubject group analysis
errHUMAN BRAIN MAPPING
IF3.3
err2021-11-22
err16
errOAAI
errChatzichristos, Christos; Kofidis, Eleftherios; Van Paesschen, Wim; De Lathauwer, Lieven; Theodoridis, Sergios; Van Huffel, Sabine
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Inexact Generalized Gauss-Newton for Scaling the Canonical Polyadic Decomposition With Non-Least-Squares Cost Functions
errIEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING
IF13.7
err2021-04-01
err4
errOAAI
errVandecappelle, Michiel; Vervliet, Nico; De Lathauwer, Lieven
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errSave
Computing Large-Scale Matrix and Tensor Decomposition With Structured Factors: A Unified Nonconvex Optimization Perspective
errIEEE SIGNAL PROCESSING MAGAZINE
IF9.6
err2020-09-01
err17
errOAAI
errFu, Xiao; Vervliet, Nico; De Lathauwer, Lieven; Huang, Kejun; Gillis, Nicolas
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errSave
Combining thermodynamics with tensor completion techniques to enable multicomponent microstructure prediction
errNPJ COMPUTATIONAL MATERIALS
IF11.9
err2020-01-07
err17
errOAAI
errCoutinho, Yuri Amorim; Vervliet, Nico; De Lathauwer, Lieven; Moelans, Nele
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errSave
Double coupled canonical polyadic decomposition of third-order tensors: Algebraic algorithm and relaxed uniqueness conditions
errSIGNAL PROCESSING-IMAGE COMMUNICATION
IF2.7
err2019-04-01
err5
errOAAI
errGong, Xiao-Feng; Lin, Qiu-Hua; Cong, Feng-Yu; De Lathauwer, Lieven
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errSave
EXPLOITING EFFICIENT REPRESENTATIONS IN LARGE-SCALE TENSOR DECOMPOSITIONS
errSIAM JOURNAL ON SCIENTIFIC COMPUTING
IF2.6
err2019-03-19
err19
errOAAI
errVervliet, Nico; Debals, Otto; De Lathauwer, Lieven
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errSave
Algorithms for Canonical Polyadic Decomposition With Block-Circulant Factors
errieee signal processing magazine
IF3.9
err2018-06-01
err1
errOAAI
errVan Eeghem, Frederik; De Lathauwer, Lieven
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errSave
Nonnegative Matrix Factorization Using Nonnegative Polynomial Approximations
errieee signal processing magazine
IF3.9
err2017-07-01
err8
PREAI
errDebals, Otto; Van Barel, Marc; De Lathauwer, Lieven
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errSave
Nonnegative Canonical Polyadic Decomposition for Tissue-Type Differentiation in Gliomas
errIEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS
IF6.8
err2017-07-01
err6
errOAAI
errBharath, H. N.; Sima, D. M.; Sauwen, N.; Himmelreich, U.; De Lathauwer, L.; Van Huffel, S.
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errSave
Simulation Study of the Localization of a Near-Surface Crack Using an Air-Coupled Ultrasonic Sensor Array
errSENSORS
IF3.5
err2017-04-22
err6
errOAAI
errDelrue, Steven; Aleshin, Vladislav; Sorensen, Mikael; De Lathauwer, Lieven
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errSave
Generic Uniqueness of a Structured Matrix Factorization and Applications in Blind Source Separation
errIEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING
IF13.7
err2016-06-01
err20
errOAAI
errDomanov, Ignat; De lathauwer, Lieven
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errSave
A Randomized Block Sampling Approach to Canonical Polyadic Decomposition of Large-Scale Tensors
errIEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING
IF13.7
err2016-03-01
err66
errOAAI
errVervliet, Nico; De Lathauwer, Lieven
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errSave
Structured Data Fusion
errIEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING
IF13.7
err2015-06-01
err145
errOAAI
errSorber, Laurent; Van Barel, Marc; De lathauwer, Lieven
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errSave
Breaking the Curse of Dimensionality Using Decompositions of Incomplete Tensors
errIEEE SIGNAL PROCESSING MAGAZINE
IF9.6
err2014-09-01
err139
errOAAI
errVervliet, Nico; Debals, Otto; Sorber, Laurent; De lathauwer, Lieven
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Research Directions

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Co-authors
Cooperation Journals
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Sabine Van Huffel
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Johan A. K. Suykens
H-index: 86 · Papers: 872
J
Joos Vandewalle
H-index: 75 · Papers: 964
F
Frederik Maes
H-index: 61 · Papers: 700
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