33 citations · 70 across the 9 of their papers we have counts for
3 papers · 1 filter
Response probability distribution estimation of expensive computer simulators: A Bayesian active learning perspective using Gaussian process regression
Chao Dang, Marcos A. Valdebenito, Nataly A. Manque +2
Estimation of the response probability distributions of computer simulators in the presence of randomness is a crucial task in many fields. However, achieving this task with guaran…
Sobolev neural network with residual weighting as a surrogate in linear and non-linear mechanics
A. O. M. Kilicsoy, J. Liedmann, M. A. Valdebenito +2
Areas of computational mechanics such as uncertainty quantification and optimization usually involve repeated evaluation of numerical models that represent the behavior of engineer…
On Fractional Moment Estimation from Polynomial Chaos Expansion
Lukáš Novák, Marcos Valdebenito, Matthias Faes
Fractional statistical moments are utilized for various tasks of uncertainty quantification, including the estimation of probability distributions. However, an estimation of fracti…