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Ítalo Santana

2 papers hereh-index 337 citations6 works total

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

author position
  • first author1
  • middle author1

Across the 2 of 2 papers where every author was matched, so the position is known.

fields
  • cs.AI1
  • cs.LG1
HomepageORCID 0000-0002-2424-5382

identity via Semantic Scholar / OpenAlex

most citedSupport Vector Machines with the Hard-Margin Loss: Optimal Training via Combinatorial Benders' Cuts

3 citations · 3 across the 1 of their papers we have counts for

collaborators

2 papers

cs.LG2022★ 3 cited

Support Vector Machines with the Hard-Margin Loss: Optimal Training via Combinatorial Benders' Cuts

Ítalo Santana, Breno Serrano, Maximilian Schiffer +1

The classical hinge-loss support vector machines (SVMs) model is sensitive to outlier observations due to the unboundedness of its loss function. To circumvent this issue, recent s…

cs.AI2019

PILS: Exploring high-order neighborhoods by pattern mining and injection

Florian Arnold, Ítalo Santana, Kenneth Sörensen +1

We introduce pattern injection local search (PILS), an optimization strategy that uses pattern mining to explore high-order local-search neighborhoods, and illustrate its applicati…

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