9783030244934: Bayesian Optimization and Data Science
Brossura
ISBN 10: 3030244938 ISBN 13: 9783030244934
Casa editrice: Springer, 2019

Sinossi

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.


Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.

Dalla quarta di copertina

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.

Le informazioni nella sezione "Su questo libro" possono far riferimento a edizioni diverse di questo titolo.

Editore
Springer
Data di pubblicazione
2019
Lingua
Inglese
ISBN 10 
3030244938
ISBN 13 
9783030244934
Rilegatura
Copertina flessibile
Numero edizione
1
Numero di pagine
140
Contatto del produttore
non disponibile
Persona responsabile
Springer Nature Customer Service Center GmbH
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Altre edizioni note dello stesso titolo

9783030244958: Bayesian Optimization and Data Science

Edizione in evidenza

ISBN 10:  3030244954 ISBN 13:  9783030244958
Casa editrice: Springer, 2019
Brossura