Information Visualization in Data Mining and Knowledge Discovery

Information Visualization in Data Mining and Knowledge Discovery
Title Information Visualization in Data Mining and Knowledge Discovery PDF eBook
Author Usama M. Fayyad
Publisher Morgan Kaufmann
Pages 446
Release 2002
Genre Computers
ISBN 9781558606890

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This text surveys research from the fields of data mining and information visualisation and presents a case for techniques by which information visualisation can be used to uncover real knowledge hidden away in large databases.

Visual Data Mining

Visual Data Mining
Title Visual Data Mining PDF eBook
Author Simeon Simoff
Publisher Springer Science & Business Media
Pages 417
Release 2008-07-18
Genre Computers
ISBN 3540710795

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The importance of visual data mining, as a strong sub-discipline of data mining, had already been recognized in the beginning of the decade. In 2005 a panel of renowned individuals met to address the shortcomings and drawbacks of the current state of visual information processing. The need for a systematic and methodological development of visual analytics was detected. This book aims at addressing this need. Through a collection of 21 contributions selected from more than 46 submissions, it offers a systematic presentation of the state of the art in the field. The volume is structured in three parts on theory and methodologies, techniques, and tools and applications.

Geographic Data Mining and Knowledge Discovery

Geographic Data Mining and Knowledge Discovery
Title Geographic Data Mining and Knowledge Discovery PDF eBook
Author Harvey J. Miller
Publisher CRC Press
Pages 486
Release 2009-05-27
Genre Computers
ISBN 1420073982

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The Definitive Volume on Cutting-Edge Exploratory Analysis of Massive Spatial and Spatiotemporal DatabasesSince the publication of the first edition of Geographic Data Mining and Knowledge Discovery, new techniques for geographic data warehousing (GDW), spatial data mining, and geovisualization (GVis) have been developed. In addition, there has bee

The Craft of Information Visualization

The Craft of Information Visualization
Title The Craft of Information Visualization PDF eBook
Author Benjamin B. Bederson
Publisher Elsevier
Pages 431
Release 2003-05-22
Genre Computers
ISBN 0080503284

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Since the beginning of the computer age, researchers from many disciplines have sought to facilitate people's use of computers and to provide ways for scientists to make sense of the immense quantities of data coming out of them. One gainful result of these efforts has been the field of information visualization, whose technology is increasingly applied in scientific research, digital libraries, data mining, financial data analysis, market studies, manufacturing production control, and data discovery. This book collects 38 of the key papers on information visualization from a leading and prominent research lab, the University of Maryland’s Human-Computer Interaction Lab (HCIL). Celebrating HCIL’s 20th anniversary, this book presents a coherent body of work from a respected community that has had many success stories with its research and commercial spin-offs. Each chapter contains an introduction specifically written for this volume by two leading HCI researchers, to describe the connections among those papers and reveal HCIL’s individual approach to developing innovations. *Presents key ideas, novel interfaces, and major applications of information visualization tools, embedded in inspirational prototypes. *Techniques can be widely applied in scientific research, digital libraries, data mining, financial data analysis, business market studies, manufacturing production control, drug discovery, and genomic studies. *Provides an "insider" view to the scientific process and evolution of innovation, as told by the researchers themselves. *This work comes from the prominent and high profile University of Maryland's Human Computer Interaction Lab

Text Mining and Visualization

Text Mining and Visualization
Title Text Mining and Visualization PDF eBook
Author Markus Hofmann
Publisher CRC Press
Pages 337
Release 2016-01-05
Genre Business & Economics
ISBN 148223758X

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Text Mining and Visualization: Case Studies Using Open-Source Tools provides an introduction to text mining using some of the most popular and powerful open-source tools: KNIME, RapidMiner, Weka, R, and Python. The contributors-all highly experienced with text mining and open-source software-explain how text data are gathered and processed from a w

Visual Knowledge Discovery and Machine Learning

Visual Knowledge Discovery and Machine Learning
Title Visual Knowledge Discovery and Machine Learning PDF eBook
Author Boris Kovalerchuk
Publisher Springer
Pages 332
Release 2018-01-17
Genre Technology & Engineering
ISBN 3319730401

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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.

Information Visualization

Information Visualization
Title Information Visualization PDF eBook
Author Andreas Kerren
Publisher Springer Science & Business Media
Pages 184
Release 2008-07-18
Genre Computers
ISBN 354070955X

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This book is the outcome of the Dagstuhl Seminar on "Information Visualization -- Human-Centered Issues in Visual Representation, Interaction, and Evaluation" held at Dagstuhl Castle, Germany, from May 28 to June 1, 2007. Information Visualization (InfoVis) is a relatively new research area, which focuses on the use of visualization techniques to help people understand and analyze data. This book documents and extends the findings and discussions of the various sessions in detail. The seven contributions cover the most important topics: There are general reflections on the value of information visualization; evaluating information visualizations; theoretical foundations of information visualization; teaching information visualization. And specific aspects on creation and collaboration: engaging new audiences for information visualization; process and pitfalls in writing information visualization research papers; and visual analytics: definition, process, and challenges.