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Umberto Villa

4 papers hereh-index 8475 citations15 works total

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

author position
  • first author2
  • middle author2

Across the 4 of 4 papers where every author was matched, so the position is known.

fields
  • math.NA3
  • math.OC1
same name
  • Umberto Villa — 17 papers, h 9
  • Umberto Villa — 3 papers
  • Umberto Villa — 2 papers, h 2
  • Umberto Villa — 2 papers, h 1
  • Umberto Villa — 1 paper, h 1
  • Umberto Villa — 1 paper, h 2

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
20182024
most citedDerivative-Informed Projected Neural Networks for High-Dimensional Parametric Maps Governed by PDEs

22 citations · 22 across the 2 of their papers we have counts for

collaborators
Showing math.OCShow all

1 paper · 1 filter

math.OC2018

Taylor approximation and variance reduction for PDE-constrained optimal control under uncertainty

Peng Chen, Umberto Villa, Omar Ghattas

In this work we develop a scalable computational framework for the solution of PDE-constrained optimal control under high-dimensional uncertainty. Specifically, we consider a mean-…

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