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researcher

L. De Lathauwer

20 papers hereh-index 172k citations44 works total

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

author position
  • middle author5
  • last author15

Across the 20 of 20 papers where every author was matched, so the position is known.

fields
  • math.SP5
  • math.NA4
  • eess.SP3
  • math.AG3
  • cs.CC1
  • cs.LG1

identity via Semantic Scholar / OpenAlex

activity
20082026
most citedOn the Uniqueness of the Canonical Polyadic Decomposition of third-order tensors --- Part II: Uniqueness of the overall decomposition

154 citations · 637 across the 17 of their papers we have counts for

collaborators
Showing 2022Show all

2 papers · 1 filter

eess.SP2022★ 7 cited

Least-squares methods for nonnegative matrix factorization over rational functions

Cécile Hautecoeur, Lieven De Lathauwer, Nicolas Gillis +1

Nonnegative Matrix Factorization (NMF) models are widely used to recover linearly mixed nonnegative data. When the data is made of samplings of continuous signals, the factors in N…

math.NA2022

Canonical Polyadic Decomposition via the generalized Schur decomposition

Eric Evert, Michiel Vandecappelle, Lieven De Lathauwer

The canonical polyadic decomposition (CPD) is a fundamental tensor decomposition which expresses a tensor as a sum of rank one tensors. In stark contrast to the matrix case, with l…

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