Carte Bayesian Optimization with Application to Computer Experiments Tony Pourmohamad

Bayesian Optimization with Application to Computer Experiments

Limbă: engleză
Legare: Carte broșată
Disponibilitate: În depozitul extern
Expediem în 5-8 zile
385.62 lei
This book introduces readers to Bayesian optimization, highlighting advances in the field and showca...

Informații despre carte

Limbă
engleză
Legare
Carte - Carte broșată
Publicat
2021
Pagini
116
EAN
9783030824570
ISBN
3030824578
Enbook ID
37260170
Greutate
189
Dimensiuni
155 x 235 x 7

Descriere completă

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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