50 citations · 118 across the 7 of their papers we have counts for
3 papers · 1 filter
Adaptive Design of Experiments for Conservative Estimation of Excursion Sets
Dario Azzimonti, David Ginsbourger, Clément Chevalier +2
We consider the problem of estimating the set of all inputs that leads a system to some particular behavior. The system is modeled by an expensive-to-evaluate function, such as a c…
Efficient batch-sequential Bayesian optimization with moments of truncated Gaussian vectors
Sébastien Marmin, Clément Chevalier, David Ginsbourger
We deal with the efficient parallelization of Bayesian global optimization algorithms, and more specifically of those based on the expected improvement criterion and its variants.…
Nested Kriging predictions for datasets with large number of observations
Didier Rullière, Nicolas Durrande, François Bachoc +1
This work falls within the context of predicting the value of a real function at some input locations given a limited number of observations of this function. The Kriging interpola…