50 citations · 118 across the 7 of their papers we have counts for
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stat.ML2015
Differentiating the multipoint Expected Improvement for optimal batch design
Sébastien Marmin, Clément Chevalier, David Ginsbourger
This work deals with parallel optimization of expensive objective functions which are modeled as sample realizations of Gaussian processes. The study is formalized as a Bayesian op…
math.ST2015★ 29 cited
Quantifying uncertainties on excursion sets under a Gaussian random field prior
Dario Azzimonti, Julien Bect, Clément Chevalier +1
We focus on the problem of estimating and quantifying uncertainties on the excursion set of a function under a limited evaluation budget. We adopt a Bayesian approach where the obj…