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Visual Knowledge Discovery and Machine Learning (Intelligent Systems Reference Library, 144) - Hardcover
Synopsis
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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- PublisherSpringer
- Publication date2018
- ISBN 10 3319730398
- ISBN 13 9783319730394
- BindingHardcover
- LanguageEnglish
- Edition number1
- Number of pages338
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Visual Knowledge Discovery and Machine Learning
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Springer International Publishing, 2018
ISBN 10: 3319730398
ISBN 13: 9783319730394
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Gebunden. Condition: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Expands methods of knowledge discovery based on visual means  Generates new lossless visual representations of n-D data in 2-D that fully preserve n-D data with a focus on machine learning/data mining goals, in contrast to a generic vis. Seller Inventory # 196762119
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Visual Knowledge Discovery and Machine Learning
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Springer International Publishing Jan 2018, 2018
ISBN 10: 3319730398
ISBN 13: 9783319730394
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Buch. Condition: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -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. 340 pp. Englisch. Seller Inventory # 9783319730394
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Visual Knowledge Discovery and Machine Learning
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ISBN 10: 3319730398
ISBN 13: 9783319730394
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Buch. Condition: Neu. Druck auf Anfrage Neuware - Printed after ordering - 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. Seller Inventory # 9783319730394
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Visual Knowledge Discovery and Machine Learning (Intelligent Systems Reference Library (144))
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Visual Knowledge Discovery and Machine Learning
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ISBN 10: 3319730398
ISBN 13: 9783319730394
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