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20132023
most citedScalable and efficient algorithms for the propagation of uncertainty from data through inference to prediction for large-scale problems, with application to flow of the Antarctic ice sheet

171 citations · 898 across the 46 of their papers we have counts for

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math.OC2018★ 45 cited

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-…