62 citations · 126 across the 13 of their papers we have counts for
Showing 2019Show all
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stat.ME2019★ 3 cited
Linked Gaussian Process Emulation for Systems of Computer Models using Matérn Kernels and Adaptive Design
Deyu Ming, Serge Guillas
The state-of-the-art linked Gaussian process offers a way to build analytical emulators for systems of computer models. We generalize the closed form expressions for the linked Gau…
stat.AP2019★ 1 cited
Computationally efficient surrogate-based optimization of coastal storm waves heights and run-ups
Theodoros Mathikolonis, Volker Roeber, Serge Guillas
Storm surges cause coastal inundations due to the setup of the water surface resulting from atmospheric pressure, surface winds and breaking waves. The latter is particularly diffi…
stat.CO2019★ 2 cited
Surrogate-based Optimization using Mutual Information for Computer Experiments (optim-MICE)
Theodoros Mathikolonis, Serge Guillas
The computational burden of running a complex computer model can make optimization impractical. Gaussian Processes (GPs) are statistical surrogates (also known as emulators) that a…