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商品詳細
Fundamentals of Data Analytics : With a View to Machine Learning. 1st ed. 2020.
・ISBN 978-3-030-56833-7 paper EUR 64.99
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| 著者・編者 | Mathar, Rudolf / Alirezaei, Gholamreza / Balda, Emilio / Behboodi, Arash, |
|---|---|
| 出版社 | (Springer Nature Switzerland AG, SZ) |
| 出版年月 | 2021 |
| ページ数 | 127 pp. |
| 言語 | ENG |
| ニュース番号 | ＜M25-3683＞ |
解説
This book introduces the basic methodologies for successful data analytics. Matrix optimization and approximation are explained in detail and extensively applied to dimensionality reduction by principal component analysis and multidimensional scaling. Diffusion maps and spectral clustering are derived as powerful tools. The methodological overlap between data science and machine learning is emphasized by demonstrating how data science is used for classification as well as supervised and unsupervised learning.