Bayesian Optimization and Data Science
tarafından
Archetti, Francesco. author.
Başlık
:
Bayesian Optimization and Data Science
Yazar
:
Archetti, Francesco. author.
ISBN
:
9783030244941
Yazar
:
Archetti, Francesco. author.
Edisyon
:
1st ed. 2019.
Fiziksel Niteleme
:
XIII, 126 p. 52 illus., 39 illus. in color. online resource.
Seri
:
SpringerBriefs in Optimization,
İçindekiler
:
1. Automated Machine Learning and Bayesian Optimization -- 2. From Global Optimization to Optimal Learning -- 3. The Surrogate Model -- 4. The Acquisition Function -- 5. Exotic BO -- 6. Software Resources -- 7. Selected Applications.
Özet
:
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.
Konu Başlığı
:
Operations research.
Management science.
Machine learning.
Computer software.
Statistics .
Operations Research, Management Science. https://scigraph.springernature.com/ontologies/product-market-codes/M26024
Machine Learning. https://scigraph.springernature.com/ontologies/product-market-codes/I21010
Mathematical Software. https://scigraph.springernature.com/ontologies/product-market-codes/M14042
Bayesian Inference. https://scigraph.springernature.com/ontologies/product-market-codes/S18000
Yazar Ek Girişi
:
Candelieri, Antonio.
Ek Kurum Yazar
:
SpringerLink (Online service)
Elektronik Erişim
:
Materyal Türü | Barkod | Yer Numarası | Durumu/İade Tarihi |
---|
Electronic Book | 428813-1001 | QA402 -402.37 | Springer E-Book Collection |