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, Bayesian Optimization
Theory and Practice Using Python




Peng Liu

, Bayesian Optimization: Theory and Practice Using Python
Peng Liu
Singapore, Singapore

ISBN-13 (pbk): 978-1-4842-9062-0 ISBN-13 (electronic): 978-1-4842-9063-7
https://doi.org/10.1007/978-1-4842-9063-7

Copyright © 2023 by Peng Liu
This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of the
material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation,
broadcasting, reproduction on microfilms or in any other physical way, and transmission or information
storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now
known or hereafter developed.
Trademarked names, logos, and images may appear in this book. Rather than use a trademark symbol with
every occurrence of a trademarked name, logo, or image we use the names, logos, and images only in an
editorial fashion and to the benefit of the trademark owner, with no intention of infringement of the
trademark.
The use in this publication of trade names, trademarks, service marks, and similar terms, even if they are not
identified as such, is not to be taken as an expression of opinion as to whether or not they are subject to
proprietary rights.
While the advice and information in this book are believed to be true and accurate at the date of publication,
neither the authors nor the editors nor the publisher can accept any legal responsibility for any errors or
omissions that may be made. The publisher makes no warranty, express or implied, with respect to the
material contained herein.
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Coordinating Editor: Mark Powers
Cover designed by eStudioCalamar
Cover image by Luemen Rutkowski on Unsplash (www.unsplash.com)
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U.S.A. Phone 1-800-SPRINGER, fax (201) 348-4505, e-mail , or visit
www.springeronline.com. Apress Media, LLC is a California LLC and the sole member (owner) is Springer
Science + Business Media Finance Inc (SSBM Finance Inc). SSBM Finance Inc is a Delaware corporation.
For information on translations, please e-mail ; for reprint,
paperback, or audio rights, please e-mail .
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licenses are also available for most titles. For more information, reference our Print and eBook Bulk Sales
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