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researcher

S. Villa

40 papers hereh-index 191.7k citations73 works total

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

author position
  • first author2
  • middle author13
  • last author24

Across the 39 of 40 papers where every author was matched, so the position is known.

fields
  • math.OC25
  • stat.ML6
  • cs.LG5
  • math.ST3
  • math.FA1
same name
  • S. Villa — 102 papers
  • S. Villa — 87 papers, h 43
  • S. Villa — 6 papers
  • S. Villa — 5 papers
  • S. Villa — 5 papers
  • S. Villa — 3 papers

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
20102026
most citedNonparametric sparsity and regularization

59 citations · 195 across the 37 of their papers we have counts for

collaborators
Showing 2011Show all

2 papers · 1 filter

math.FA2011

An extension of Mercer theorem to vector-valued measurable kernels

Ernesto De Vito, Veronica Umanita`, Silvia Villa

We extend the classical Mercer theorem to reproducing kernel Hilbert spaces whose elements are functions from a measurable space Xinto Cn. Given a finite measure μ o…

math.OC2011★ 3 cited

Convergence analysis of a proximal Gauss-Newton method

Saverio Salzo, Silvia Villa

An extension of the Gauss-Newton algorithm is proposed to find local minimizers of penalized nonlinear least squares problems, under generalized Lipschitz assumptions. Convergence…

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