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C. Soussen

11 papers hereh-index 181.3k citations93 works total

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

author position
  • first author2
  • middle author6
  • last author2

Across the 10 of 11 papers where every author was matched, so the position is known.

fields
  • cs.IT4
  • cs.CV2
  • math.NA2
  • astro-ph.GA1
  • stat.CO1
  • stat.ML1

identity via Semantic Scholar / OpenAlex

activity
20112019
most citedJoint k-step analysis of Orthogonal Matching Pursuit and Orthogonal Least Squares

69 citations · 218 across the 11 of their papers we have counts for

collaborators
Showing 2014Show all

3 papers · 1 filter

math.NA2014

Proceedings of the second "international Traveling Workshop on Interactions between Sparse models and Technology" (iTWIST'14)

L. Jacques, C. De Vleeschouwer, Y. Boursier +64

The implicit objective of the biennial "international - Traveling Workshop on Interactions between Sparse models and Technology" (iTWIST) is to foster collaboration between interna…

math.NA2014★ 48 cited

Homotopy based algorithms for ℓ0​-regularized least-squares

Charles Soussen, Jérôme Idier, Junbo Duan +1

Sparse signal restoration is usually formulated as the minimization of a quadratic cost function ∥y−Ax∥22​, where A is a dictionary and x is an unknown sparse vector. It is we…

cs.IT2014

Relaxed Recovery Conditions for OMP/OLS by Exploiting both Coherence and Decay

Cédric Herzet, Angélique Drémeau, Charles Soussen

We propose extended coherence-based conditions for exact sparse support recovery using orthogonal matching pursuit (OMP) and orthogonal least squares (OLS). Unlike standard uniform…

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