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Bayesian Optimisation for Constrained Problems

Published in ACM Transactions on Modeling and Computer Simulation • Apr 8, 2024
Authors:
Juan Ungredda
,
Juergen Branke

Abstract

Many real-world optimisation problems such as hyperparameter tuning in machine learning or simulation-based optimisation can be formulated as expensive-to-evaluate black-box functions. A popular approach to tackle such problems is Bayesian optimisation, which builds a response surface model based on...

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