Bayesian Optimization and Data Science (SpringerBriefs in Optimization) - Softcover

Book 36 of 43: SpringerBriefs in Optimization

Archetti, Francesco; Candelieri, Antonio

 
9783030244934: Bayesian Optimization and Data Science (SpringerBriefs in Optimization)
Softcover
ISBN 10: 3030244938 ISBN 13: 9783030244934
Publisher: Springer, 2019

Synopsis

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.


"synopsis" may belong to another edition of this title.

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.

"About this title" may belong to another edition of this title.

Publisher
Springer
Publication date
2019
Language
English
ISBN 10 
3030244938
ISBN 13 
9783030244934
Binding
Paperback
Edition number
1
Number of pages
139

Other Popular Editions of the Same Title

9783030244958: Bayesian Optimization and Data Science

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ISBN 10:  3030244954 ISBN 13:  9783030244958
Publisher: Springer, 2019
Softcover