{"product_id":"9783030824570","title":"SpringerBriefs in Statistics","description":"\u003ch1\u003eSpringerBriefs in Statistics\u003c\/h1\u003e \u003ch2\u003ePourmohamad, Tony; K. H. Lee, Herbert\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\u003cp\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\n\nCompact 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.\u003cp\u003e\u003c\/p\u003e\n\nThis will be a useful companion to researchers and practitioners workingwith 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.          \u003cp\u003e\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2021-10-05\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9783030824570\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-3-030-82458-7\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 104\u003c\/p\u003e ","brand":"Springer International Publishing","offers":[{"title":"Default Title","offer_id":45989668651148,"sku":"9783030824570","price":71.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9783030824570.jpg?v=1775774974","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9783030824570","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}