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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 2016Show all

2 papers · 1 filter

math.OC2016★ 28 cited

Iterative regularization via dual diagonal descent

Guillaume Garrigos, Lorenzo Rosasco, Silvia Villa

In the context of linear inverse problems, we propose and study a general iterative regularization method allowing to consider large classes of regularizers and data-fit terms. The…

math.OC2016

A first-order stochastic primal-dual algorithm with correction step

Lorenzo Rosasco, Silvia Villa, Bang Cong Vu

We investigate the convergence properties of a stochastic primal-dual splitting algorithm for solving structured monotone inclusions involving the sum of a cocoercive operator and…

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