Visual knowledge discovery and machine learning (Record no. 33812)

INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9783319730394
DEWEY DECIMAL CLASSIFICATION NUMBER
Call number 005.74 KO VI
MAIN ENTRY--PERSONAL NAME
Authors Kovalerchuk, Boris
TITLE STATEMENT
Title Visual knowledge discovery and machine learning
Statement of responsibility, etc Boris Kovalerchuk
PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication USA :
Publisher Springer,
Date c2018.
PHYSICAL DESCRIPTION
Extent xxi, 317 p. :
Other Details col. ill. ;
Size 25 cm.
SERIES STATEMENT
Series statement Intelligent Systems Reference Library,
International Standard Serial Number 1868-4394 ;
Volume number 144
SUMMARY
Summary 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.
SUBJECT ADDED ENTRY--TOPICAL TERM
Topical Heading Engineering
SUBJECT ADDED ENTRY--TOPICAL TERM
Topical Heading Artificial intelligence
SUBJECT ADDED ENTRY--TOPICAL TERM
Topical Heading Computational intelligence
ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier https://uowd.box.com/s/emji2tyypl5bnk41qhxxpqodaug1myvj
Public note Location Map
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Holdings
Lost status Source of classification or shelving scheme Damaged status Not for loan Permanent location Current location Shelving location Date acquired Source of acquisition Full call number Barcode Date last seen Price effective from Koha item type Public note
        University of Wollongong in Dubai University of Wollongong in Dubai Main Collection 2018-05-14 AMAUK 005.74 KO VI T0059413 2018-03-05 2018-03-05 REGULAR May2018

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