Tensorlab 3.0 N Vervliet, O Debals, L Sorber, M Van Barel, L De Lathauwer | 414* | 2016 |
Breaking the Curse of Dimensionality using Decompositions of Incomplete Tensors N Vervliet, O Debals, L Sorber, L De Lathauwer Signal Processing Magazine, IEEE 31 (5), 71 - 79, 2014 | 205* | 2014 |
Tensorlab 3.0—numerical optimization strategies for large-scale constrained and coupled matrix/tensor factorization N Vervliet, O Debals, L De Lathauwer 2016 50th Asilomar Conference on Signals, Systems and Computers, 1733-1738, 2016 | 105 | 2016 |
A randomized block sampling approach to canonical polyadic decomposition of large-scale tensors N Vervliet, L De Lathauwer IEEE Journal of Selected Topics in Signal Processing 10 (2), 284 - 295, 2016 | 88 | 2016 |
Linear systems with a canonical polyadic decomposition constrained solution: Algorithms and applications M Boussé, N Vervliet, I Domanov, O Debals, L De Lathauwer Numerical Linear Algebra with Applications 26 (6), e2190, 2017 | 41 | 2017 |
Numerical optimization based algorithms for data fusion N Vervliet, L De Lathauwer Data Fusion Methodology and Applications, 81-128, 2019 | 36 | 2019 |
Nonlinear least squares updating of the canonical polyadic decomposition M Vandecappelle, N Vervliet, L De Lathauwer 2017 25th European Signal Processing Conference (EUSIPCO), 663-667, 2017 | 36 | 2017 |
Exploiting efficient representations in large-scale tensor decompositions N Vervliet, O Debals, L De Lathauwer SIAM Journal on Scientific Computing 41 (2), A789-A815, 2019 | 28 | 2019 |
Computing large-scale matrix and tensor decomposition with structured factors: A unified nonconvex optimization perspective X Fu, N Vervliet, L De Lathauwer, K Huang, N Gillis IEEE Signal Processing Magazine 37 (5), 78-94, 2020 | 26 | 2020 |
Irregular heartbeat classification using Kronecker product equations M Boussé, G Goovaerts, N Vervliet, O Debals, S Van Huffel, ... 2017 39th Annual International Conference of the IEEE Engineering in …, 2017 | 25 | 2017 |
Canonical polyadic decomposition of incomplete tensors with linearly constrained factors N Vervliet, O Debals, L De Lathauwer Technical Report 16–172, ESAT-STADIUS, KU Leuven, Leuven, Belgium, 2017 | 22 | 2017 |
Augmenting interictal mapping with neurovascular coupling biomarkers by structured factorization of epileptic EEG and fMRI data S Van Eyndhoven, P Dupont, S Tousseyn, N Vervliet, W Van Paesschen, ... NeuroImage 228, 117652, 2021 | 19 | 2021 |
A second-order method for fitting the canonical polyadic decomposition with non-least-squares cost M Vandecappelle, N Vervliet, L De Lathauwer IEEE Transactions on Signal Processing 68, 4454-4465, 2020 | 18 | 2020 |
Combining thermodynamics with tensor completion techniques to enable multicomponent microstructure prediction YA Coutinho, N Vervliet, L De Lathauwer, N Moelans npj Computational Materials 6 (1), 2, 2020 | 16 | 2020 |
Face recognition as a Kronecker product equation M Boussé, N Vervliet, O Debals, L De Lathauwer 2017 IEEE 7th International Workshop on Computational Advances in Multi …, 2017 | 11 | 2017 |
Coupled rank-(Lm, Ln,) block term decomposition by coupled block simultaneous generalized Schur decomposition XF Gong, QH Lin, O Debals, N Vervliet, L De Lathauwer 2016 IEEE International Conference on Acoustics, Speech and Signal …, 2016 | 10 | 2016 |
Compressed sensing approaches to large-scale tensor decompositions N Vervliet | 9 | 2018 |
Identifying stable components of matrix/tensor factorizations via low-rank approximation of inter-factorization similarity S Van Eyndhoven, N Vervliet, L De Lathauwer, S Van Huffel 2019 27th European Signal Processing Conference (EUSIPCO), 1-5, 2019 | 8 | 2019 |
CPD updating using low-rank weights M Vandecappelle, M Bouss, N Vervliet, L De Lathauwer 2018 IEEE International Conference on Acoustics, Speech and Signal …, 2018 | 5 | 2018 |
Inexact generalized Gauss–Newton for scaling the canonical polyadic decomposition with non-least-squares cost functions M Vandecappelle, N Vervliet, L De Lathauwer IEEE Journal of Selected Topics in Signal Processing 15 (3), 491-505, 2020 | 4 | 2020 |