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Parallel Coordinates : Visual Multidimensional Geometry and Its Applications / by Alfred Inselberg

1st ed. 2009.
出版者 (New York, NY : Springer New York : Imprint: Springer)
出版年 2009
本文言語 英語
大きさ XXVI, 554 p : online resource
著者標目 *Inselberg, Alfred author
SpringerLink (Online service)
件 名 LCSH:Information visualization
LCSH:Science -- Philosophy  全ての件名で検索
LCSH:Algebra
LCSH:Computer vision
LCSH:Geometry
LCSH:Data mining
FREE:Data and Information Visualization
FREE:Philosophy of Science
FREE:Algebra
FREE:Computer Vision
FREE:Geometry
FREE:Data Mining and Knowledge Discovery
一般注記 Geometry Background -- ? FT-1 The Plane with Parallel Coordinates -- Multidimensional Lines -- Planes, p-Flats, and Hyperplanes -- ** Envelopes -- Curves -- Proximity of Lines, Planes, and Flats -- Hypersurfaces in ?N -- ? FT Data Mining and Other Applications -- Recent Results -- Solutions to Selected Exercises
This book is about visualization, systematically incorporating the fantastic human pattern recognition into the problem-solving process, and focusing on parallel coordinates. The barrier, imposed by our three-dimensional habitation and perceptual experience, has been breached by this innovative and versatile methodology. The accurate visualization of multidimensional problems and multivariate data unlocks insights into the role of dimensionality. Beginning with an introductory chapter on geometry, the mathematical foundations are intuitively developed, interlaced with applications to data mining, information visualization, computer vision, geometric modeling, collision avoidance for air traffic and process-control. Many results appear for the first time. Multidimensional lines, planes, proximities, surfaces and their properties are unambiguously recognized (i.e. convexity viewed in any dimension) enabling powerful construction algorithms (for intersections, interior-points, linear-programming). Key features of Parallel Coordinates: * An easy-to-read self-contained chapter on data mining and information visualization * Numerous exercises with solutions, from basic to advanced topics, course projects and research directions * "Fast Track" markers throughout provide a quick grasp of essential material. * Extensive bibliography, index, and a chapter containing a collection of recent results (i.e. visualizing large networks, complex-valued functions and more) Parallel Coordinates requires only an elementary knowledge of linear algebra. It is well-suited for self-study and as a textbook (or companion) for courses on information visualization, data mining, mathematics, statistics, computer science, engineering, finance, management, manufacturing, in scientific disciplines and even the arts
HTTP:URL=https://doi.org/10.1007/978-0-387-68628-8
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データ種別 電子ブック
分 類 LCC:QA76.9.I52
DC23:14,226
書誌ID 4000115226
ISBN 9780387686288

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