Researcher
Lieven De Lathauwer
- See also: Lieven De Lathauwer (VIVES)
Affiliations
- Electrical Engineering (ESAT), Kulak Kortrijk Campus (Department)
Responsible
From1 Jan 2011 → Today - KU Leuven campus Kortrijk (KULAK)
Member
From21 Nov 2023 → Today - Electrical Engineering (ESAT), Kulak Kortrijk Campus (Department)
Member
From1 Jan 2009 → Today - Faculty of Science, Kulak Kortrijk Campus (Faculty)
Member
From1 Jan 2009 → 30 Sep 2010 - Science, Engineering and Technology Group (Section)
Member
From1 Sep 2007 → 31 Dec 2008 - Department of Electrical Engineering (ESAT) (Department)
Member
From1 Oct 1999 → 31 Aug 2007
Projects
1 - 10 of 33
- Dimensionality reduction of mass spectrometry imaging with deep learningFrom1 Oct 2023 → TodayFunding: Own budget, for example: patrimony, inscription fees, gifts
- Numerical algorithms for tensor decompositions and applications.From24 Feb 2023 → TodayFunding: Own budget, for example: patrimony, inscription fees, gifts
- Tensor Tools for Taming the CurseFrom1 Jan 2023 → TodayFunding: BOF - iBOF
- Algorithms for finding roots of multivariate polynomials with engineering applicationsFrom3 Oct 2022 → TodayFunding: Own budget, for example: patrimony, inscription fees, gifts
- Algorithms for finding roots of multivariate polynomials with engineering applicationsFrom3 Oct 2022 → TodayFunding: Own budget, for example: patrimony, inscription fees, gifts
- Between linear and nonlinear: new tensor perspectivesFrom1 Oct 2022 → TodayFunding: BOF - projects
- Compression-based and updating algorithms for constrained decompositions: explicitly and implicitly given tensorsFrom1 Oct 2022 → TodayFunding: FWO senior postdoctoral fellowship
- Joining forces between KU Leuven and Vives to accelerate value creation in AI for business and industry.From1 Sep 2022 → TodayFunding: IOF - mandates
- Tensor-based algorithms for machine learningFrom27 Sep 2021 → TodayFunding: Own budget, for example: patrimony, inscription fees, gifts
- IMPULS-AI-2021From1 Jan 2021 → 31 Dec 2023Funding: Department General Affairs and Finance
Publications
21 - 30 of 182
- Rank-one Tensor Approximation with Beta-divergence Cost Functions(2019)
Authors: Michiel Vandecappelle, Nico Vervliet, Lieven De Lathauwer
Pages: 1319 - 1323 - Identifying Stable Components of Matrix/Tensor Factorizations via Low-Rank Approximation of Inter-Factorization Similarity(2019)
Authors: Simon Van Eyndhoven, Nico Vervliet, Lieven De Lathauwer, Sabine Van Huffel
Number of pages: 5 - Fiber sampling approach to canonical polyadic decomposition and application to tensor completion(2019)
Authors: Mikael Sorensen, Lieven De Lathauwer
Pages: 888 - 917 - Monitoring of Brain Hemodynamics coupling in neonates using updated tensor decompositions(2019)
Authors: Alexander Caicedo Dorado, Ofelie De Wel, Michiel Vandecappelle, Liesbeth Thewissen, Anne Smits, Karel Allegaert, Lieven De Lathauwer, Gunnar Naulaers, Sabine Van Huffel
Pages: 660 - 663Number of pages: 4 - Recent numerical and conceptual advances for tensor decompositions --- A preview of Tensorlab 4.0(2019)
Authors: Nico Vervliet, Michiel Vandecappelle, Martijn Boussé, Rob Zink, Lieven De Lathauwer
Pages: 310 - 314Number of pages: 5 - Double coupled canonical polyadic decomposition of third-order tensors : Algebraic algorithm and relaxed uniqueness conditions(2019)
Authors: Lieven De Lathauwer
Pages: 22 - 36 - Exploiting efficient representations in large-scale tensor decompositions(2019)
Authors: Nico Vervliet, Lieven De Lathauwer
Pages: A789 - A815 - Tensor Based Method for Residual Water Suppression in H Magnetic Resonance Spectroscopic Imaging.(2019)
Authors: Diana Sima, Uwe Himmelreich, Lieven De Lathauwer, Sabine Van Huffel
Pages: 584 - 594 - Canonical polyadic decomposition of a tensor that has missing fibers : a monomial factorization approach(2019)
Authors: Mikael Sorensen, Lieven De Lathauwer
Pages: 7490 - 7494Number of pages: 5 - Rayleigh quotient methods for estimating common roots of noisy univariate polynomials(2019)
Authors: Alwin Stegeman, Lieven De Lathauwer
Pages: 147 - 163