{"product_id":"bayesian-optimization-with-application-to-computer-experiments-9783030824570","title":"Bayesian Optimization with Application to Computer Experiments","description":"\u003cp\u003e • Author(s): Tony Pourmohamad\u003cbr\u003e • Publisher: Springer\u003cbr\u003e • Publisher Imprint: Springer\u003cbr\u003e • BISAC: Probability \u0026amp; Statistics - Bayesian Analysis\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eFrom the Back Cover\u003c\/b\u003e\u003cbr\u003eThis 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. \u003c\/p\u003e\u003cp\u003eCompact 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.\u003c\/p\u003e 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.","brand":"Springer","offers":[{"title":"Paperback","offer_id":45278963826839,"sku":"9783030824570","price":4730.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9783030824570.webp?v=1769292334","url":"https:\/\/atlanticbooks.com\/products\/bayesian-optimization-with-application-to-computer-experiments-9783030824570","provider":"Atlantic Books","version":"1.0","type":"link"}