Neu Erschienen: 07.10.2019 Abbildung von Archetti / Candelieri | Bayesian Optimization and Data Science | 1st ed. 2019 | 2019

Archetti / Candelieri

Bayesian Optimization and Data Science

lieferbar ca. 10 Tage als Sonderdruck ohne Rückgaberecht

auch verfügbar als eBook (PDF) für 51.16 €

1st ed. 2019 2019. Buch. xiii, 126 S. 13 s/w-Abbildungen, 39 Farbabbildungen, Bibliographien. Softcover

Springer. ISBN 978-3-030-24493-4

Format (B x L): 15,5 x 23,5 cm

Gewicht: 226 g

In englischer Sprache

Das Werk ist Teil der Reihe: SpringerBriefs in Optimization


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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