Visual Knowledge Discovery and Machine Learning

Name: Visual Knowledge Discovery and Machine Learning
Brand: Springer International Publishing AG
SKU: 9783319730394
Price: 202.34 EUR
Availability: InStock

Автор: Boris Kovalerchuk

Език:

Корици: С твърди корици

Издател: Springer International Publishing AG

Наличност: Външен склад

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202.34 € 395.74 лв

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

Информация за книгата

Автор

Boris Kovalerchuk

Език

Английски език

Корици

Книга - С твърди корици

Издадена

2018

страници

317

EAN

9783319730394

ISBN

3319730398

Enbook ID

18644499

Издател

Springer International Publishing AG

Теглоt

815

Размери

155 x 235 x 20

Пълно описание

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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Visual Knowledge Discovery and Machine Learning

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Пълно описание

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