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Fundamentals of Data Analytics: With a View to Machine Learning

(Hardback)

Rudolf Mathar, Arash Behboodi, Emilio Balda, Gholamreza Alirezaei,

Springer Nature Switzerland AG (Publisher)

Published

2020

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Reference, Information and Interdisciplinary subjects Research and information: general Information theory

By: Rudolf Mathar, Arash Behboodi, Emilio Balda, Gholamreza Alirezaei | Publisher: Springer Nature Switzerland AG | Released: 16 Sep 2020

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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.