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Visual Knowledge Discovery and Machine Learning

Name: Visual Knowledge Discovery and Machine Learning
Brand: Springer International Publishing AG
SKU: 18644499
Price: 184.22 EUR
Availability: InStock
Author: Boris Kovalerchuk
ISBN: 9783319730394

Boris Kovalerchuk

Language

English

Book Hardback

Libristo code: 18644499

Publishers Springer International Publishing AG, January 2018

This book combines the advantages of high-dimensional data visualization and machine learning in the... Full description

Libristo code: 18644499

446 b

184.22 €

360.29 лв

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This book combines the advantages of high-dimensional data visualization and machine learning in the context of identifying complex n-D data patterns. It vastly expands the class of reversible lossless 2-D and 3-D visualization methods, which preserve the n-D information. This class of visual representations, called the General Lines Coordinates (GLCs), is accompanied by a set of algorithms for n-D data classification, clustering, dimension reduction, and Pareto optimization. The mathematical and theoretical analyses and methodology of GLC are included, and the usefulness of this new approach is demonstrated in multiple case studies. These include the Challenger disaster, world hunger data, health monitoring, image processing, text classification, market forecasts for a currency exchange rate, computer-aided medical diagnostics, and others. As such, the book offers a unique resource for students, researchers, and practitioners in the emerging field of Data Science.

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About the book

Full name Visual Knowledge Discovery and Machine Learning

Author Boris Kovalerchuk

Language

English

Binding Book - Hardback

Date of issue 2018

Number of pages 317

EAN 9783319730394

ISBN 3319730398

Libristo code 18644499

Publishers Springer International Publishing AG

Weight 815

Dimensions 155 x 235 x 20

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