27 citations · 44 across the 6 of their papers we have counts for
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stat.ML2020★ 27 cited
Multioutput Gaussian Processes with Functional Data: A Study on Coastal Flood Hazard Assessment
A. F. López-Lopera, D. Idier, J. Rohmer +1
Surrogate models are often used to replace costly-to-evaluate complex coastal codes to achieve substantial computational savings. In many of those models, the hydrometeorological f…
stat.ME2020★ 4 cited
Functional principal component analysis for global sensitivity analysis of model with spatial output
T. V. E. Perrin, O. Roustant, J. Rohmer +6
Motivated by risk assessment of coastal flooding, we consider time-consuming simulators with a spatial output. The aim is to perform sensitivity analysis (SA), quantifying the infl…