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Nicolas Gillis

87 papers hereh-index 374.9k citations130 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • sole author7
  • first author26
  • middle author29
  • last author24

Across the 86 of 87 papers where every author was matched, so the position is known.

fields
  • math.OC33
  • cs.LG15
  • math.NA14
  • stat.ML10
  • eess.SP9
  • cs.CV3
same name
  • Nicolas Gillis — 10 papers, h 3
  • Nicolas Gillis — 7 papers, h 2
  • Nicolas Gillis — 5 papers, h 3
  • Nicolas Gillis — 4 papers, h 2
  • Nicolas Gillis — 2 papers, h 0
  • Nicolas Gillis — 2 papers, h 1

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20082026
most citedFast and Robust Recursive Algorithms for Separable Nonnegative Matrix Factorization

269 citations · 3k across the 82 of their papers we have counts for

collaborators
Showing 2023Show all

3 papers · 1 filter

math.OC2023

Algorithms for Boolean Matrix Factorization using Integer Programming

Christos Kolomvakis, Arnaud Vandaele, Nicolas Gillis

Boolean matrix factorization (BMF) approximates a given binary input matrix as the product of two smaller binary factors. As opposed to binary matrix factorization which uses stand…

cs.LG2023

Accelerated Algorithms for Nonlinear Matrix Decomposition with the ReLU function

Giovanni Seraghiti, Atharva Awari, Arnaud Vandaele +2

In this paper, we study the following nonlinear matrix decomposition (NMD) problem: given a sparse nonnegative matrix X, find a low-rank matrix Θ such that X≈f(Θ), wh…

astro-ph.IM2023★ 1 cited

Direct Exoplanet Detection Using L1 Norm Low-Rank Approximation

Hazan Daglayan, Simon Vary, Valentin Leplat +2

We propose to use low-rank matrix approximation using the component-wise L1-norm for direct imaging of exoplanets. Exoplanet detection by direct imaging is a challenging task for t…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.