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Bayesian Optimization and Data Science by Francesco Archetti

Bayesian Optimization and Data Science

by Francesco Archetti
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Book cover type: Paperback
  • ISBN13: 9783030244934
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Springer
  • Publisher Imprint: Springer
  • Publication Date:
  • Pages: 126
  • Original Price: EUR 64.99
  • Language: English
  • Edition: 2019
  • Item Weight: 212 grams
  • BISAC Subject(s): Operations Research, Artificial Intelligence / General, and Mathematical & Statistical Software

From the Back Cover
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.

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