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Researcher
Lieven De Lathauwer
- Disciplines:Modelling, Scientific computing, Signal processing
Affiliations
- Electrical Engineering (ESAT), Kulak Kortrijk Campus (Department)
Responsible
From1 Jan 2011 → 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 26
- 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
- Structured and low-rank optimization algorithmsFrom8 Oct 2020 → TodayFunding: Own budget, for example: patrimony, inscription fees, gifts
- Numerical Tensor AlgorithmsFrom7 Oct 2019 → 30 Sep 2020Funding: Own budget, for example: patrimony, inscription fees, gifts
- Constrained decompositions of explicitly or implicitly given tensorsFrom1 Oct 2019 → 30 Sep 2022Funding: FWO fellowships
- Development of an advanced harmonic light scattering platform for the study of self-assembly processesFrom1 Oct 2019 → TodayFunding: BOF - projects
- Structured low-rank matrix / tensor approximation: numerical optimization-based algorithms and applicationsFrom1 Jan 2018 → 31 Dec 2021Funding: FWO EOS
- Numerical methods for tensor decompositions. From least squares to beta-divergence, from batch to updating.From13 Sep 2016 → 30 Sep 2021Funding: FWO Strategic Basic Research Grant
Publications
1 - 10 of 173
- From multilinear SVD to multilinear UTV decomposition(2022)
Authors: Michiel Vandecappelle, Lieven De Lathauwer
- Updating the multilinear UTV decomposition(2022)
Authors: Michiel Vandecappelle, Lieven De Lathauwer
Pages: 3551 - 3565 - (Lr, Lr,1)-Decompositions, sparse component analysis, and the blind separation of sums of exponentials(2022)
Authors: Nithin Govindarajan, Lieven De Lathauwer
Pages: 912 - 938 - Equivalent polyadic decompositions of matrix multiplication tensors(2022)
Authors: Marc Van Barel, Lieven De Lathauwer
- CPD Computation via recursive eigenspace decompositions(2022)
Authors: Lieven De Lathauwer
Pages: 9067 - 9071 - Towards more realistic simulations of microstructural evolution in oxidic systems(2022)
Authors: Nico Vervliet, Lieven De Lathauwer, Nele Moelans
- CPD-Structured Multivariate Polynomial Optimization(2022)
Authors: Muzaffer Ayvaz, Lieven De Lathauwer
Pages: 1 - 24 - Block row Kronecker-structured linear systems with a low-rank tensor solution(2022)
Authors: Stijn Hendrikx, Lieven De Lathauwer
- Canonical Polyadic Decomposition via the generalized Schur decomposition(2022)
Authors: Eric Evert, Michiel Vandecappelle, Lieven De Lathauwer
Pages: 937 - 941 - Guarantees for existence of a best canonical polyadic approximation of a noisy low-rank tensor(2022)
Authors: Eric Evert, Lieven De Lathauwer
Pages: 328 - 369