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Fundamentals of Data Analytics = With a View to Machine Learning /

Record Type:	Language materials, printed : Monograph/item
Title/Author:	Fundamentals of Data Analytics / by Rudolf Mathar, Gholamreza Alirezaei, Emilio Balda, Arash Behboodi.
Reminder of title:	With a View to Machine Learning /
Author:	Mathar, Rudolf.
other author:	Alirezaei, Gholamreza.
Description:	XI, 127 p. 41 illus., 28 illus. in color.online resource. :
Contained By:	Springer Nature eBook
Subject:	Statistics . -
Online resource:	https://doi.org/10.1007/978-3-030-56831-3
ISBN:	9783030568313

Fundamentals of Data Analytics = With a View to Machine Learning /
Mathar, Rudolf.

Fundamentals of Data Analytics With a View to Machine Learning /[electronic resource] :by Rudolf Mathar, Gholamreza Alirezaei, Emilio Balda, Arash Behboodi. - 1st ed. 2020. - XI, 127 p. 41 illus., 28 illus. in color.online resource.

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. .

ISBN: 9783030568313

Standard No.: 10.1007/978-3-030-56831-3doiSubjects--Topical Terms:

1253516
Statistics .

LC Class. No.: QA276-280

Dewey Class. No.: 519.5

Fundamentals of Data Analytics = With a View to Machine Learning /
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