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Bayesian Optimization with Application to Computer Experiments

Jezik AngleščinaAngleščina
Knjiga Mehka
Knjiga Bayesian Optimization with Application to Computer Experiments Tony Pourmohamad
Koda Libristo: 37260170
Založba Springer Nature Switzerland AG, oktober 2021
This book introduces readers to Bayesian optimization, highlighting advances in the field and showca... Celoten opis
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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.

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O knjigi

Polni naslov Bayesian Optimization with Application to Computer Experiments
Jezik Angleščina
Vezava Knjiga - Mehka
Datum izida 2021
Število strani 116
EAN 9783030824570
ISBN 3030824578
Koda Libristo 37260170
Teža 189
Mere 155 x 235 x 7
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