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Bayesian Optimization with Application to Computer Experiments
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Bayesian Optimization with Application to Computer Experiments

1st ed. 2021

by Herbert K. H. Lee , Tony Pourmohamad

Book Details

Format Paperback / Softback
Book Series SpringerBriefs in Statistics
ISBN-10 3030824578
ISBN-13 9783030824570
Edition 1st ed. 2021
Publisher Springer Nature Switzerland AG
Imprint Springer Nature Switzerland AG
Country of Manufacture GB
Country of Publication GB
Publication Date Oct 5th, 2021
Print length 104 Pages
Product Classification: Bayesian inference Optimization Machine learning
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This book introduces readers to Bayesian optimization, highlighting advances in the field and showcasing its successful applications to computer experiments.

This book introduces readers to Bayesian optimization, highlighting advances in the field and showcasing its successful applications to computer experiments. R code is available as online supplementary material for most included examples, so that readers can better comprehend and reproduce methods. 

Compact and accessible, the volume is broken down into four chapters. Chapter 1 introduces the reader to the topic of computer experiments; it includes a variety of examples across many industries. Chapter 2 focuses on the task of surrogate model building and contains a mix of several different surrogate models that are used in the computer modeling and machine learning communities. Chapter 3 introduces the core concepts of Bayesian optimization and discusses unconstrained optimization. Chapter 4 moves on to constrained optimization, and showcases some of the most novel methods found in the field.

This will be a useful companion to researchers and practitioners working with computer experiments and computer modeling. Additionally, readers with a background in machine learning but minimal background in computer experiments will find this book an interesting case study of the applicability of Bayesian optimization outside the realm of machine learning.          

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