28 citations · 55 across the 24 of their papers we have counts for
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math.ST2021★ 1 cited
Scale estimation and rate-unbiasedness for Gaussian processes under smoothness misspecification
Toni Karvonen, François Bachoc
Gaussian process regression is used throughout statistics and machine learning for prediction and uncertainty quantification. A Gaussian process is specified by its mean and covari…
math.ST2021★ 2 cited
Instance-Dependent Bounds for Zeroth-order Lipschitz Optimization with Error Certificates
François Bachoc, Tommaso R Cesari, Sébastien Gerchinovitz
We study the problem of zeroth-order (black-box) optimization of a Lipschitz function defined on a compact subset of , with the additional constraint…