458 citations · 2.3k across the 71 of their papers we have counts for
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stat.CO2012★ 113 cited
Gradient-based stochastic optimization methods in Bayesian experimental design
Xun Huan, Youssef M. Marzouk
Optimal experimental design (OED) seeks experiments expected to yield the most useful data for some purpose. In practical circumstances where experiments are time-consuming or reso…
math.NA2012
Adaptive Smolyak Pseudospectral Approximations
Patrick R. Conrad, Youssef M. Marzouk
Polynomial approximations of computationally intensive models are central to uncertainty quantification. This paper describes an adaptive method for non-intrusive pseudospectral ap…