Items related to Bayesian Optimization
Synopsis
A comprehensive introduction to Bayesian optimization that starts from scratch and carefully develops all the key ideas along the way.
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About the Author
Roman Garnett is Associate Professor at Washington University in St. Louis. He has been a leader in the Bayesian optimization community since 2011, when he co-founded a long-running workshop on the subject at the NeurIPS conference. His research focus is developing Bayesian methods – including Bayesian optimization – for automating scientific discovery, an effort supported by an NSF CAREER award.
"About this title" may belong to another edition of this title.
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BAYESIAN OPTIMIZATION
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Cambridge University Press, 2023
ISBN 10: 110842578X
ISBN 13: 9781108425780
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Bayesian Optimization
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Cambridge University Press, 2023
ISBN 10: 110842578X
ISBN 13: 9781108425780
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Bayesian Optimization
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Cambridge University Press, 2023
ISBN 10: 110842578X
ISBN 13: 9781108425780
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Bayesian Optimization
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Cambridge University Press 2023-01-31, 2023
ISBN 10: 110842578X
ISBN 13: 9781108425780
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Bayesian Optimization
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Cambridge University Press, 2023
ISBN 10: 110842578X
ISBN 13: 9781108425780
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Bayesian Optimization
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Bayesian Optimization (Hardcover)
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Cambridge University Press, Cambridge, 2023
ISBN 10: 110842578X
ISBN 13: 9781108425780
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Hardcover. Condition: new. Hardcover. Bayesian optimization is a methodology for optimizing expensive objective functions that has proven success in the sciences, engineering, and beyond. This timely text provides a self-contained and comprehensive introduction to the subject, starting from scratch and carefully developing all the key ideas along the way. This bottom-up approach illuminates unifying themes in the design of Bayesian optimization algorithms and builds a solid theoretical foundation for approaching novel situations. The core of the book is divided into three main parts, covering theoretical and practical aspects of Gaussian process modeling, the Bayesian approach to sequential decision making, and the realization and computation of practical and effective optimization policies. Following this foundational material, the book provides an overview of theoretical convergence results, a survey of notable extensions, a comprehensive history of Bayesian optimization, and an extensive annotated bibliography of applications. Bayesian optimization is a methodology that has proven success in the sciences, engineering, and beyond for optimizing expensive objective functions. This self-contained text targets graduate students and researchers in machine learning and statistics and practitioners from other fields wishing to harness the power of Bayesian optimization. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability. Seller Inventory # 9781108425780
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Bayesian Optimization
Published by
Cambridge University Press, 2023
ISBN 10: 110842578X
ISBN 13: 9781108425780
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Bayesian Optimization
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Cambridge University Press (edition 1), 2023
ISBN 10: 110842578X
ISBN 13: 9781108425780
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Hardcover. Condition: As New. 1. It's a preowned item in almost perfect condition. It has no visible cosmetic imperfections. May come without any shrink wrap; pages are clean and not marred by notes or folds of any kind. Seller Inventory # 110842578X-10-1
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Bayesian Optimization
Published by
Cambridge University Press (edition 1), 2023
ISBN 10: 110842578X
ISBN 13: 9781108425780
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Hardcover
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Seller rating 5 out of 5 stars
Hardcover. Condition: Very Good. 1. It's a well-cared-for item that has seen limited use. The item may show minor signs of wear. All the text is legible, with all pages included. It may have slight markings and/or highlighting. Seller Inventory # 110842578X-8-1
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