Bayesian Optimization and Data Science - Couverture souple

Livre 36 sur 43: SpringerBriefs in Optimization

Archetti, Francesco; Candelieri, Antonio

 
9783030244934: Bayesian Optimization and Data Science
Couverture souple
ISBN 10 : 3030244938 ISBN 13 : 9783030244934
Editeur : 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.


Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Éditeur
Springer
Date d'édition
2019
Langue
anglais
ISBN 10 
3030244938
ISBN 13 
9783030244934
Reliure
Broché
Nombre de pages
140
Coordonnées du fabricant
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Heidelberg
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Allemagne

Autres éditions populaires du même titre

9783030244958: Bayesian Optimization and Data Science

Edition présentée

ISBN 10 :  3030244954 ISBN 13 :  9783030244958
Editeur : Springer, 2019
Couverture souple