Fundamentals of Data Analytics : With a View to Machine Learning. 1st ed. 2020
- 種類:
- 電子ブック
- 責任表示:
- by Rudolf Mathar, Gholamreza Alirezaei, Emilio Balda, Arash Behboodi
- 出版情報:
- Cham : Springer International Publishing : Imprint: Springer, 2020
- 著者名:
- ISBN:
- 9783030568313 [3030568318]
- 注記:
- 1 Introduction -- 2 Prerequisites from Matrix Analysis -- 3 Multivariate Distributions and Moments -- 4 Dimensionality Reduction -- 5 Classification and Clustering -- 6 Support Vector Machines -- 7 Machine Learning -- Index.
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. . - ローカル注記:
- 学内専用E-BOOKS (local access only)
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