Enhancing Surrogate-Based Optimization Through Parallelization (Studies in Computational Intelligence, 1099)

Rehbach, Frederik

ISBN 10: 3031306082 / ISBN 13: 9783031306082

Published by Springer, 2023

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Seller Inventory # I-9783031306082

Bibliographic Details

• Title: Enhancing Surrogate-Based Optimization Through Parallelization (Studies in Computational Intelligence, 1099)
• Publisher: Springer
• Publication Date: 2023
• Language: English
• ISBN 10: 3031306082
• ISBN 13: 9783031306082
• Binding: Hardcover
• Condition: New

About this title

Synopsis

This book presents a solution to the challenging issue of optimizing expensive-to-evaluate industrial problems such as the hyperparameter tuning of machine learning models. The approach combines two well-established concepts, Surrogate-Based Optimization (SBO) and parallelization, to efficiently search for optimal parameter setups with as few function evaluations as possible.

Through in-depth analysis, the need for parallel SBO solvers is emphasized, and it is demonstrated that they outperform model-free algorithms in scenarios with...

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