Bayesian Optimization with Application to Computer Experiments : Springerbriefs in Statistics - Tony Pourmohamad

Bayesian Optimization with Application to Computer Experiments

By: Tony Pourmohamad, Herbert K. H. Lee

Paperback | 5 October 2021

At a Glance

Paperback


$115.02

or 4 interest-free payments of $28.75 with

 or 

Aims to ship in 7 to 10 business days

When will this arrive by?
Enter delivery postcode to estimate

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.          

More in Probability & Statistics

The Maths Book : Big Ideas Simply Explained - DK

RRP $42.99

$29.75

31%
OFF
The Art of Statistics : Learning from Data - David Spiegelhalter
Psychology Statistics For Dummies : For Dummies - Donncha Hanna

RRP $39.95

$35.25

12%
OFF
Research Methods and Statistics in Psychology : 8th Edition - Hugh Coolican
Think Stats : Exploratory Data Analysis - Allen Downey

RRP $66.50

$31.75

52%
OFF
Statistics for The Behavioral Sciences : 10th Edition - Frederick J. Gravetter
Discovering Statistics Using IBM SPSS Statistics : (Paperback plus Ebook) 5ed - Andy Field
Sampling : 3rd Edition - Design and Analysis - Sharon L. Lohr

RRP $145.00

$120.25

17%
OFF
Statistics Using Stata : 3rd Edition - An Integrative Approach - Sharon Lawner Weinberg
ISE Business Statistics and Analytics in Practice : 9th Edition - Bruce L. Bowerman
Introduction to Medical Statistics : 4th edition - Martin Bland

RRP $70.95

$62.35

12%
OFF
Mathematical Statistics with Applications : 7th Edition - Dennis Wackerly
Introduction to Stochastic Processes : 2nd Edition - Gregory F. Lawler

RRP $204.00

$162.25

20%
OFF
Multivariate Data Analysis : 8th Edition - Joseph F. Hair

RRP $169.95

$137.95

19%
OFF