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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
11 - 20 of 182
- Inexact generalized Gauss–Newton for scaling the canonical polyadic decomposition with non-least-squares cost functions(2021)
Authors: Michiel Vandecappelle, Nico Vervliet, Lieven De Lathauwer
Pages: 491 - 505 - A quadratically convergent proximal algorithm for nonnegative tensor decomposition(2021)
Authors: Nico Vervliet, Andreas Themelis, Panos Patrinos, Lieven De Lathauwer
Pages: 1020 - 1024Number of pages: 5 - Nonconvex optimization tools for large-scale matrix and tensor decomposition with structured factors(2020)
Authors: Nico Vervliet, Lieven De Lathauwer
Pages: 78 - 94 - A second-order method for fitting the canonical polyadic decomposition with non-least-squares cost(2020)
Authors: Michiel Vandecappelle, Nico Vervliet, Lieven De Lathauwer
Pages: 4454 - 4465 - On uniqueness and computation of the decomposition of a tensor into multilinear rank-$ terms(2020)
Authors: Ignat Domanov, Lieven De Lathauwer
Pages: 747 - 803 - Low Multilinear Rank Updating(2020)
Authors: Michiel Vandecappelle, Lieven De Lathauwer
Pages: 437 - 441 - Combining thermodynamics with tensor completion techniques to enable multicomponent microstructure prediction(2020)
Authors: Nico Vervliet, Lieven De Lathauwer, Nele Moelans
- Algebraic and optimization based algorithms for multivariate regression using symmetric tensor decomposition(2019)
Authors: Stijn Hendrikx, Martijn Boussé, Nico Vervliet, Lieven De Lathauwer
Number of pages: 5 - Tensor-based Blind fMRI Source Separation Without the Gaussian Noise Assumption - a beta-divergence approach(2019)
Authors: Christos Chatzichristos, Michiel Vandecappelle, Lieven De Lathauwer, Sabine Van Huffel
Number of pages: 5 - NLS algorithm for Kronecker-structured linear systems with a CPD constrained solution(2019)
Authors: Martijn Boussé, Lieven De Lathauwer
Pages: 1 - 5Number of pages: 5