Observations in applying Bayesian versus evolutionary approaches and their hybrids in parallel time-constrained optimization

Parallel Surrogate-Based Optimization (PSBO) is an efficient approach to deal with black-box time-consuming objective functions. According to the available computational budget to solve a given problem, three classes of algorithms are investigated and opposed in this paper: Bayesian Optimization Alg...

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Bibliographic Details

Published in:	Engineering applications of artificial intelligence Vol. 137; p. 109075
Main Authors:	Gobert, Maxime, Briffoteaux, Guillaume, Gmys, Jan, Melab, Nouredine, Tuyttens, Daniel
Format:	Journal Article
Language:	English
Published:	Elsevier Ltd 01.11.2024 Elsevier
Subjects:	Bayesian optimization Computer Science Evolutionary algorithms Operations Research Parallel computing Surrogate-based optimization Surrogate-based optimization Parallel computing 68W10 Evolutionary algorithms Bayesian optimization 65Y05 46N10 g74P99
ISSN:	0952-1976
Online Access:	Get full text
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