Web: http://arxiv.org/abs/2110.04274

Jan. 31, 2022, 2:11 a.m. | Jeremy Bernstein, Alex Farhang, Yisong Yue

cs.LG updates on arXiv.org arxiv.org

A Bayes point machine is a single classifier that approximates the majority
decision of an ensemble of classifiers. This paper observes that kernel
interpolation is a Bayes point machine for Gaussian process classification.
This observation facilitates the transfer of results from both ensemble theory
as well as an area of convex geometry known as Brunn-Minkowski theory to derive
PAC-Bayes risk bounds for kernel interpolation. Since large margin, infinite
width neural networks are kernel interpolators, the paper's findings may help
to …

arxiv bayes kernel machine

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