148 citations · 150 across the 5 of their papers we have counts for
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stat.CO2020★ 2 cited
Towards new cross-validation-based estimators for Gaussian process regression: efficient adjoint computation of gradients
Sébastien Petit, Julien Bect, Sébastien da Veiga +2
We consider the problem of estimating the parameters of the covariance function of a Gaussian process by cross-validation. We suggest using new cross-validation criteria derived fr…
stat.CO2015★ 148 cited
A Bayesian approach to constrained single- and multi-objective optimization
Paul Feliot, Julien Bect, Emmanuel Vazquez
This article addresses the problem of derivative-free (single- or multi-objective) optimization subject to multiple inequality constraints. Both the objective and constraint functi…