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researcher

V. Leplat

30 papers hereh-index 7223 citations36 works total

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

author position
  • sole author2
  • first author11
  • middle author12
  • last author5

Across the 30 of 30 papers where every author was matched, so the position is known.

fields
  • math.NA9
  • cs.LG8
  • math.OC8
  • astro-ph.IM2
  • eess.SP2
  • cs.SD1

identity via Semantic Scholar / OpenAlex

activity
20192026
most citedBlind Audio Source Separation with Minimum-Volume Beta-Divergence NMF

83 citations · 130 across the 28 of their papers we have counts for

collaborators
Showing 2020Show all

2 papers · 1 filter

cs.LG2020★ 13 cited

Multiplicative Updates for NMF with β-Divergences under Disjoint Equality Constraints

Valentin Leplat, Nicolas Gillis, Jérôme Idier

Nonnegative matrix factorization (NMF) is the problem of approximating an input nonnegative matrix, V, as the product of two smaller nonnegative matrices, W and H. In this pa…

eess.SP2020★ 16 cited

Multi-Resolution Beta-Divergence NMF for Blind Spectral Unmixing

Valentin Leplat, Nicolas Gillis, Cédric Févotte

Many datasets are obtained as a resolution trade-off between two adversarial dimensions; for example between the frequency and the temporal resolutions for the spectrogram of an au…

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