株式会社極東書店トップ ＞ 商品一覧 ＞ Bayesian Optimization and Data Science. 2019 ed.
商品詳細
Bayesian Optimization and Data Science. 2019 ed.
・ISBN 978-3-030-24493-4 paper EUR 64.99
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| 著者・編者 | Archetti, Francesco / Candelieri, Antonio, |
|---|---|
| シリーズ | (SpringerBriefs in Optimization) |
| 出版社 | (Springer Nature Switzerland AG, SZ) |
| 出版年月 | 2019 |
| ページ数 | 126 pp. |
| 言語 | ENG |
| ニュース番号 | ＜A03-477＞ |
解説
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.