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Researcher
Lieven De Lathauwer
- Disciplines:Other biological sciences, Other natural sciences, Instructional sciences
Affiliations
- Electrical Engineering (ESAT), Kulak Kortrijk Campus (Department)
Responsible
From1 Jan 2011 → Today - Faculty of Science, Kulak Kortrijk Campus (Faculty)
Member
From1 Jan 2009 → 30 Sep 2010 - Electrical Engineering (ESAT), Kulak Kortrijk Campus (Department)
Member
From1 Jan 2009 → Today
Projects
1 - 10 of 23 results
- Tensor-based algorithms for machine learningFrom22 Jul 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 → TodayFunding: FWO fellowships
- Development of an advanced harmonic light scattering platform for the study of self-assembly processesFrom1 Oct 2019 → TodayFunding: BOF - Concerted Research Project from 1994
- Structured low-rank matrix / tensor approximation: numerical optimization-based algorithms and applicationsFrom1 Jan 2018 → TodayFunding: 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
- nD: Multi-dimensional dynamical models, (multi-)linear numerical algorithms and tensor data.From1 Oct 2015 → 30 Sep 2021Funding: BOF - Concerted Research Project from 1994
- Tensor-based Blind Source Separation for Structured EEG-fMRI Data FusionFrom1 Oct 2015 → 17 Sep 2020Funding: Own budget, for example: patrimony, inscription fees, gifts
- Tensor-based independent component analysis: from instantantaneous to convolutive mixturesFrom2 Sep 2014 → 4 Jan 2021Funding: FWO fellowships
Publications
1 - 10 of 154 results
- Numerical Algorithms for Tensor Decompositions(2021)
Authors: Michiel Vandecappelle, Lieven De Lathauwer
- Systems of polynomial equations, higher-order tensor decompositions and multidimensional harmonic retrieval: A unifying framework. Part II: The block-term decomposition(2021)
Authors: J Vanderstukken, Patrick Kürschner, Ignat Domanov, Lieven De Lathauwer
Pages: 913 - 953 - Systems of polynomial equations, higher-order tensor decompositions and multidimensional harmonic retrieval: A unifying framework. Part I: The canonical polyadic decomposition(2021)
Authors: J Vanderstukken, Lieven De Lathauwer
Pages: 883 - 912 - 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 - From computation to comparison of tensor decompositions(2021)
Authors: Ignat Domanov, Lieven De Lathauwer
Pages: 449 - 474 - Tensor-Based Independent Component Analysis: from Instantaneous to Convolutive Mixtures(2021)
Authors: Frederik Van Eeghem, Lieven De Lathauwer
- FROM COMPUTATION TO COMPARISON OF TENSOR DECOMPOSITIONS(2021)
Authors: Ignat Domanov, Lieven De Lathauwer
Pages: 449 - 474Number of pages: 26 - Tensor-based Blind Source Separation for Structured EEG-fMRI Data Fusion(2020)
Authors: Simon Van Eyndhoven, Sabine Van Huffel, Lieven De Lathauwer, Borbála Hunyadi
- Nonconvex optimization tools for large-scale matrix and tensor decomposition with structured factors(2020)
Authors: X Fu, Nico Vervliet, Lieven De Lathauwer, K Huang, N Gillis
Pages: 78 - 94Number of pages: 15 - 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 - 4465Number of pages: 11