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07/13/2021
Gaussian process interpolation: the choice of the family of models is more important than that of the selection criterion
This article revisits the fundamental problem of parameter selection for...
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02/26/2020
Towards new cross-validation-based estimators for Gaussian process regression: efficient adjoint computation of gradients
We consider the problem of estimating the parameters of the covariance f...
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09/14/2018
User preferences in Bayesian multi-objective optimization: the expected weighted hypervolume improvement criterion
In this article, we present a framework for taking into account user pre...
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10/02/2015