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Effects of Exploration Weight and Overtuned Kernel Parameters on Gaussian Process-Based Bayesian Optimization Search Performance

Gaussian process-based Bayesian optimization (GPBO) is used to search parameters in machine learning, material design, etc. It is a method for finding optimal solutions in a search space through the following four procedures. (1) Develop a Gaussian process regression (GPR) model using observed data....

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Auteur principal: Yuto Omae
Format: Artigo
Langue:Inglês
Publié: MDPI AG 2023-07-01
Collection:Mathematics
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Accès en ligne:https://www.mdpi.com/2227-7390/11/14/3067
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