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researcher

'Italo Santana

2 papers hereh-index 218 citations2 works total

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

author position
  • first author2

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

fields
  • cs.LG1
  • cs.NE1

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 2 of their papers we have counts for

collaborators

2 papers

cs.NE2022

Neural Networks for Local Search and Crossover in Vehicle Routing: A Possible Overkill?

Ítalo Santana, Andrea Lodi, Thibaut Vidal

Extensive research has been conducted, over recent years, on various ways of enhancing heuristic search for combinatorial optimization problems with machine learning algorithms. In…

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…

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