31
Publications
866
Citations
19
H-Index
2012
Active since
Umberto Villa is an author at The University of Texas at Austin specializing in engineering, numerical analysis, and inverse problems.
Top concepts
EngineeringNumerical AnalysisInverse ProblemsMultiscale ModelingNumerical SimulationUncertainty QuantificationData ScienceComputer ScienceStatistical InferenceComputational Mechanics
Publications per year
2012–2024
31
31
Umberto Villa, Noémi Petra, Omar Ghattas · ACM Transactions on Mathematical Software · 2021 · 75 citations · Full text
Numerical Analysis, Inverse Problem, Computational Science +12
Deborah Salvo, Catalina Torres, Umberto Villa et al. · International Journal of Behavioral Nutrition and Physical Activity · 2015 · 52 citations · Full text
Derivative-informed projected neural networks for high-dimensional parametric maps governed by PDEs
Thomas O’Leary-Roseberry, Umberto Villa, Peng Chen et al. · Computer Methods in Applied Mechanics and Engineering · 2021 · 50 citations
Parametric Programming, Machine Learning, Pde-constrained Optimization +6
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