324 citations · 484 across the 31 of their papers we have counts for
3 papers · 1 filter
Modeling non-stationary extreme dependence with stationary max-stable processes and multidimensional scaling
Clément Chevalier, David Ginsbourger, Olivia Martius
Modeling the joint distribution of extreme weather events in multiple locations is a challenging task with important applications. In this study, we use max-stable models to study…
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…
On the choice of the low-dimensional domain for global optimization via random embeddings
Mickaël Binois, David Ginsbourger, Olivier Roustant
The challenge of taking many variables into account in optimization problems may be overcome under the hypothesis of low effective dimensionality. Then, the search of solutions can…