96 citations · 109 across the 2 of their papers we have counts for
2 papers
physics.data-an2013★ 13 cited
Low-Rank Separated Representation Surrogates of High-Dimensional Stochastic Functions: Application in Bayesian Inference
AbdoulAhad Validi
This study introduces a non-intrusive approach in the context of low-rank separated representation to construct a surrogate of high-dimensional stochastic functions, e.g., PDEs/ODE…
math-ph2012★ 96 cited
Non-intrusive Low-Rank Separated Approximation of High-Dimensional Stochastic Models
Alireza Doostan, AbdoulAhad Validi, Gianluca Iaccarino
This work proposes a sampling-based (non-intrusive) approach within the context of low-rank separated representations to tackle the issue of curse-of-dimensionality associated with…