Beyond Low-Rank Factorizations

Project Information

eLinoR

Grant agreement ID: 101085607

DOI

10.3030/101085607

EC signature date 13 February 2023

Start date 1 September 2023

End date 31 August 2028

Funded under

• European Research Council (ERC)

Total cost

€ 1 982 515,00

EU contribution

€ 1 982 515,00

Coordinated by

UNIVERSITE DE MONS
Belgium

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Deliverables

Data Management Plan (1)

Data Management Plan

The Data Management plan is currently being drafted

Publications

Peer reviewed articles (9)

Instance-wise distributionally robust nonnegative matrix factorization

Author(s): Wafa Barkhoda, Amjad Seyedi, Nicolas Gillis, Fardin Akhlaghian Tab
Published in: Pattern Recognition, Issue 169, 2025, ISSN 0031-3203
Publisher: Elsevier BV
DOI: 10.1016/J.PATCOG.2025.111732

Orthogonal nonnegative matrix factorization with the Kullback–Leibler divergence

Author(s): Jean Pacifique Nkurunziza, Fulgence Nahayo, Nicolas Gillis
Published in: Pattern Recognition Letters, Issue 197, 2025, ISSN 0167-8655
Publisher: Elsevier BV
DOI: 10.1016/J.PATREC.2025.08.012

Minimum-norm solutions of the non-symmetric semidefinite Procrustes problem

Author(s): Nicolas Gillis, Stefano Sicilia
Published in: Linear Algebra and its Applications, Issue 724, 2025, ISSN 0024-3795
Publisher: Elsevier BV
DOI: 10.1016/J.LAA.2025.06.005

On the Robustness of the Successive Projection Algorithm

Author(s): Giovanni Barbarino, Nicolas Gillis
Published in: SIAM Journal on Matrix Analysis and Applications, Issue 46, 2025, ISSN 0895-4798
Publisher: Society for Industrial & Applied Mathematics (SIAM)
DOI: 10.1137/24M171293X

Matrix-less spectral approximation for large structured matrices

Author(s): Giovanni Barbarino; Melker Claesson; Sven-Erik Ekström; Carlo Garoni; David Meadon; Hendrik Speleers
Published in: BIT Numerical Mathematics, 2024, ISSN 1572-9125
Publisher: Springer
DOI: 10.1007/S10543-024-01041-W

Complete decomposition of symmetric tensors in linear time and polylogarithmic precision

Author(s): Pascal Koiran, Subhayan Saha
Published in: Theoretical Computer Science, Issue 1037, 2025, ISSN 0304-3975
Publisher: Elsevier BV
DOI: 10.1016/J.TCS.2025.115159

Spectral properties of flipped Toeplitz matrices and computational applications

Author(s): Giovanni Barbarino, Sven-Erik Ekström, Carlo Garoni, David Meadon, Stefano Serra-Capizzano, Paris Vassalos
Published in: Applied Mathematics and Computation, Issue 499, 2025, ISSN 0096-3003
Publisher: Elsevier BV
DOI: 10.1016/J.AMC.2025.129408

Block Majorization Minimization with Extrapolation and Application to \({\beta }\)-NMF

Author(s): Le Thi Khanh Hien, Valentin Leplat, Nicolas Gillis
Published in: SIAM Journal on Mathematics of Data Science, Issue 7, 2025, ISSN 2577-0187
Publisher: Society for Industrial & Applied Mathematics (SIAM)
DOI: 10.1137/24M1660188

GLT sequences and normal matrices

Author(s): Giovanni Barbarino, Carlo Garoni
Published in: The Electronic Journal of Linear Algebra, Issue 41, 2025, ISSN 1081-3810
Publisher: University of Wyoming Libraries
DOI: 10.13001/ELA.2025.8929

Conference proceedings (2)

Subtractive Mixture Models via Squaring: Representation and Learning

Author(s): L. Loconte, A.M. Sladek, S. Mengel, M. Trapp, A. Solin, N. Gillis and A. Vergari
Published in: International Conference on Learning Representations, 2024
Publisher: ICLR

Boolean Matrix Tri-Factorization

Author(s): Christos Kolomvakis, Arnaud Vandaele, Nicolas Gillis
Published in: ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2025
Publisher: IEEE
DOI: 10.1109/ICASSP49660.2025.10889808