Fundamentals of data analytics : with a view to machine learning / / Rudolf Mathar [and three others]
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| Autore: |
Mathar Rudolf
|
| Titolo: |
Fundamentals of data analytics : with a view to machine learning / / Rudolf Mathar [and three others]
|
| Pubblicazione: | Cham, Switzerland : , : Springer, , [2020] |
| ©2020 | |
| Edizione: | 1st ed. 2020. |
| Descrizione fisica: | 1 online resource (XI, 127 p. 41 illus., 28 illus. in color.) |
| Disciplina: | 519.50285 |
| Soggetto topico: | Statistics - Data processing |
| Big data | |
| Nota di bibliografia: | Includes bibliographical references and index. |
| Nota di contenuto: | 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. |
| Sommario/riassunto: | 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. . |
| Titolo autorizzato: | Fundamentals of data analytics |
| ISBN: | 3-030-56831-8 |
| Formato: | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione: | Inglese |
| Record Nr.: | 996418272303316 |
| Lo trovi qui: | Univ. di Salerno |
| Opac: | Controlla la disponibilità qui |