Articles with "construction hilbert" as a keyword



Data-Driven Prior Construction in Hilbert Spaces for Bayesian Optimization

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Published in 2025 at "Algorithms"

DOI: 10.3390/a18090557

Abstract: We propose a variant of Bayesian optimization in which probability distributions are constructed using uncertainty quantification (UQ) techniques. In this context, UQ techniques rely on a Hilbert basis expansion to infer probability distributions from limited… read more here.

Keywords: construction hilbert; driven prior; prior construction; bayesian optimization ... See more keywords