27 citations · 37 across the 3 of their papers we have counts for
3 papers
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…
stat.ME2017★ 6 cited
Profile extrema for visualizing and quantifying uncertainties on excursion regions. Application to coastal flooding
Dario Azzimonti, David Ginsbourger, Jérémy Rohmer +1
We consider the problem of describing excursion sets of a real-valued function , i.e. the set of inputs where is above a fixed threshold. Such regions are hard to visualize…