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Bayesian Optimization and Data Science by Francesco Archetti
Bayesian Optimization and Data Science by Francesco Archetti
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Description

This volume brings together the main results in the field of Bayesian Optimization (BO), focusing on the last ten years and showing how, on the basic framework, new methods have been specialized to solve emerging problems from machine learning, artificial intelligence, and system optimization. It also analyzes the software resources available for BO and a few selected application areas. Some areas for which new results are shown include constrained optimization, safe optimization, and applied mathematics, specifically BO's use in solving difficult nonlinear mixed integer problems.  The book will help bring readers to a full understanding of the basic Bayesian Optimization framework and gain an appreciation of its potential for emerging application areas. It will be of particular interest to the data science, computer science, optimization, and engineering communities.
Release date NZ
October 7th, 2019
Audience
  • Professional & Vocational
Edition
1st ed. 2019
Illustrations
39 Illustrations, color; 13 Illustrations, black and white; XIII, 126 p. 52 illus., 39 illus. in color.
Pages
126
ISBN-13
9783030244934
Product ID
30492491

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