Visual Knowledge Discovery and Machine Learning: 144 (Intelligent Systems Reference Library, 144) - Tapa dura

Libro 115 de 188: Intelligent Systems Reference Library

Kovalerchuk, Boris

 
9783319730394: Visual Knowledge Discovery and Machine Learning: 144 (Intelligent Systems Reference Library, 144)
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ISBN 10: 3319730398 ISBN 13: 9783319730394
Editorial: Springer, 2018

Sinopsis

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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De la contraportada

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.

"Sobre este título" puede pertenecer a otra edición de este libro.

Editorial
Springer
Año de publicación
2018
Idioma
Inglés
ISBN 10 
3319730398
ISBN 13 
9783319730394
Encuadernación
Tapa dura
Número de edición
1
Número de páginas
340
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Alemania

Otras ediciones populares con el mismo título

9783319892306: Visual Knowledge Discovery and Machine Learning: 144 (Intelligent Systems Reference Library)

Edición Destacada

ISBN 10:  3319892304 ISBN 13:  9783319892306
Editorial: Springer, 2019
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