Information Visualization in Data Mining and Knowledge Discovery

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Author :
Publisher : Morgan Kaufmann
ISBN 13 : 9781558606890
Total Pages : 446 pages
Book Rating : 4.6/5 (68 download)

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Book Synopsis Information Visualization in Data Mining and Knowledge Discovery by : Usama M. Fayyad

Download or read book Information Visualization in Data Mining and Knowledge Discovery written by Usama M. Fayyad and published by Morgan Kaufmann. This book was released on 2002 with total page 446 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 3540710795
Total Pages : 417 pages
Book Rating : 4.5/5 (47 download)

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Book Synopsis Visual Data Mining by : Simeon Simoff

Download or read book Visual Data Mining written by Simeon Simoff and published by Springer Science & Business Media. This book was released on 2008-07-18 with total page 417 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Data Mining

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Author :
Publisher : IGI Global
ISBN 13 : 9781931777834
Total Pages : 496 pages
Book Rating : 4.7/5 (778 download)

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Book Synopsis Data Mining by : John Wang

Download or read book Data Mining written by John Wang and published by IGI Global. This book was released on 2003-01-01 with total page 496 pages. Available in PDF, EPUB and Kindle. Book excerpt: "An overview of the multidisciplinary field of data mining, this book focuses specifically on new methodologies and case studies. Included are case studies written by 44 leading scientists and talented young scholars from seven different countries. Topics covered include data mining based on rough sets, the impact of missing data, and mining free text for structure. In addition, the four basic mining operations supported by numerous mining techniques are addressed: predictive model creation supported by supervised induction techniques; link analysis supported by association discovery and sequence discovery techniques; DB segmentation supported by clustering techniques; and deviation detection supported by statistical techniques."

Geographic Data Mining and Knowledge Discovery

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Author :
Publisher : CRC Press
ISBN 13 : 1420073982
Total Pages : 486 pages
Book Rating : 4.4/5 (2 download)

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Book Synopsis Geographic Data Mining and Knowledge Discovery by : Harvey J. Miller

Download or read book Geographic Data Mining and Knowledge Discovery written by Harvey J. Miller and published by CRC Press. This book was released on 2009-05-27 with total page 486 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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

Visual Knowledge Discovery and Machine Learning

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Author :
Publisher : Springer
ISBN 13 : 3319730401
Total Pages : 317 pages
Book Rating : 4.3/5 (197 download)

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Book Synopsis Visual Knowledge Discovery and Machine Learning by : Boris Kovalerchuk

Download or read book Visual Knowledge Discovery and Machine Learning written by Boris Kovalerchuk and published by Springer. This book was released on 2018-01-17 with total page 317 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Data Warehousing and Mining: Concepts, Methodologies, Tools, and Applications

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Author :
Publisher : IGI Global
ISBN 13 : 159904952X
Total Pages : 4092 pages
Book Rating : 4.5/5 (99 download)

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Book Synopsis Data Warehousing and Mining: Concepts, Methodologies, Tools, and Applications by : Wang, John

Download or read book Data Warehousing and Mining: Concepts, Methodologies, Tools, and Applications written by Wang, John and published by IGI Global. This book was released on 2008-05-31 with total page 4092 pages. Available in PDF, EPUB and Kindle. Book excerpt: In recent years, the science of managing and analyzing large datasets has emerged as a critical area of research. In the race to answer vital questions and make knowledgeable decisions, impressive amounts of data are now being generated at a rapid pace, increasing the opportunities and challenges associated with the ability to effectively analyze this data.

The Craft of Information Visualization

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Author :
Publisher : Morgan Kaufmann
ISBN 13 : 1558609156
Total Pages : 432 pages
Book Rating : 4.5/5 (586 download)

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Book Synopsis The Craft of Information Visualization by : Benjamin B. Bederson

Download or read book The Craft of Information Visualization written by Benjamin B. Bederson and published by Morgan Kaufmann. This book was released on 2003 with total page 432 pages. Available in PDF, EPUB and Kindle. Book excerpt: Information visualization is a rapidly growing field that is emerging from research in human-computer interaction, computer science, graphics, visual design, psychology, and business methods. Information visualization is increasingly applied as a critical component in scientific research, digital libraries, data mining, financial data analysis, market studies, manufacturing production control, and drug discovery.

Information Visualization

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 354070955X
Total Pages : 184 pages
Book Rating : 4.5/5 (47 download)

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Book Synopsis Information Visualization by : Andreas Kerren

Download or read book Information Visualization written by Andreas Kerren and published by Springer Science & Business Media. This book was released on 2008-07-18 with total page 184 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Data Mining

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Author :
Publisher : John Wiley & Sons
ISBN 13 : 0470890452
Total Pages : 554 pages
Book Rating : 4.4/5 (78 download)

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Book Synopsis Data Mining by : Mehmed Kantardzic

Download or read book Data Mining written by Mehmed Kantardzic and published by John Wiley & Sons. This book was released on 2011-08-16 with total page 554 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book reviews state-of-the-art methodologies and techniques for analyzing enormous quantities of raw data in high-dimensional data spaces, to extract new information for decision making. The goal of this book is to provide a single introductory source, organized in a systematic way, in which we could direct the readers in analysis of large data sets, through the explanation of basic concepts, models and methodologies developed in recent decades. If you are an instructor or professor and would like to obtain instructor’s materials, please visit http://booksupport.wiley.com If you are an instructor or professor and would like to obtain a solutions manual, please send an email to: [email protected]

Text Mining and Visualization

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Author :
Publisher : CRC Press
ISBN 13 : 148223758X
Total Pages : 337 pages
Book Rating : 4.4/5 (822 download)

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Book Synopsis Text Mining and Visualization by : Markus Hofmann

Download or read book Text Mining and Visualization written by Markus Hofmann and published by CRC Press. This book was released on 2016-01-05 with total page 337 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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

Optimizing Data and New Methods for Efficient Knowledge Discovery and Information Resources Management: Emerging Research and Opportunities

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Author :
Publisher : IGI Global
ISBN 13 : 1799822370
Total Pages : 198 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Optimizing Data and New Methods for Efficient Knowledge Discovery and Information Resources Management: Emerging Research and Opportunities by : Swayze, Susan

Download or read book Optimizing Data and New Methods for Efficient Knowledge Discovery and Information Resources Management: Emerging Research and Opportunities written by Swayze, Susan and published by IGI Global. This book was released on 2020-06-26 with total page 198 pages. Available in PDF, EPUB and Kindle. Book excerpt: The fast-paced world created by the accessibility of consumer information through internet-generated data requires improved information-management platforms. The continuous evaluation and evolution of these systems facilitate enhanced data reference and output. Optimizing Data and New Methods for Efficient Knowledge Discovery and Information Resources Management is a critical research publication that provides insight into the varied and rapidly changing fields of knowledge discovery and information resource management. Highlighting a range of topics such as datamining, artificial intelligence, and risk assessment, this book is essential for librarians, academicians, policymakers, information managers, professionals, and researchers in fields that include artificial intelligence, knowledge discovery, data visualization, big data, and information resources management.

Introduction to Information Visualization

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 184800219X
Total Pages : 149 pages
Book Rating : 4.8/5 (48 download)

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Book Synopsis Introduction to Information Visualization by : Riccardo Mazza

Download or read book Introduction to Information Visualization written by Riccardo Mazza and published by Springer Science & Business Media. This book was released on 2009-02-28 with total page 149 pages. Available in PDF, EPUB and Kindle. Book excerpt: Information Visualization is a relatively young field that is acquiring more and more concensus in both academic and industrial environments. 'Information Visualization' explores the use of computer-supported interactive graphical representations to explain data and amplify cognition. It provides a means to comunicate ideas or facts about the data, to validate hypotheses, and facilitates the discovery of new facts via exploration. This book introduces the concepts and methods of Information Visualization in an easy-to-understand way, illustrating how to pictorially represent structured and unstructured data, making it easier to comprehend and interpret. Riccardo Mazza focuses on the human aspects of the process of visualization rather than the algorithmic or graphic design aspects.

Statistical Data Mining and Knowledge Discovery

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Author :
Publisher : CRC Press
ISBN 13 : 0203497155
Total Pages : 624 pages
Book Rating : 4.2/5 (34 download)

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Book Synopsis Statistical Data Mining and Knowledge Discovery by : Hamparsum Bozdogan

Download or read book Statistical Data Mining and Knowledge Discovery written by Hamparsum Bozdogan and published by CRC Press. This book was released on 2003-07-29 with total page 624 pages. Available in PDF, EPUB and Kindle. Book excerpt: Massive data sets pose a great challenge to many cross-disciplinary fields, including statistics. The high dimensionality and different data types and structures have now outstripped the capabilities of traditional statistical, graphical, and data visualization tools. Extracting useful information from such large data sets calls for novel approache

The Craft of Information Visualization

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Author :
Publisher : Elsevier
ISBN 13 : 0080503284
Total Pages : 432 pages
Book Rating : 4.0/5 (85 download)

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Book Synopsis The Craft of Information Visualization by : Benjamin B. Bederson

Download or read book The Craft of Information Visualization written by Benjamin B. Bederson and published by Elsevier. This book was released on 2003-05-22 with total page 432 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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

Data Mining and Knowledge Discovery in Real Life Applications

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Author :
Publisher : BoD – Books on Demand
ISBN 13 : 390261353X
Total Pages : 404 pages
Book Rating : 4.9/5 (26 download)

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Book Synopsis Data Mining and Knowledge Discovery in Real Life Applications by : Julio Ponce

Download or read book Data Mining and Knowledge Discovery in Real Life Applications written by Julio Ponce and published by BoD – Books on Demand. This book was released on 2009-01-01 with total page 404 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents four different ways of theoretical and practical advances and applications of data mining in different promising areas like Industrialist, Biological, and Social. Twenty six chapters cover different special topics with proposed novel ideas. Each chapter gives an overview of the subjects and some of the chapters have cases with offered data mining solutions. We hope that this book will be a useful aid in showing a right way for the students, researchers and practitioners in their studies.

Data Mining and Knowledge Discovery Approaches Based on Rule Induction Techniques

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 0387342966
Total Pages : 784 pages
Book Rating : 4.3/5 (873 download)

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Book Synopsis Data Mining and Knowledge Discovery Approaches Based on Rule Induction Techniques by : Evangelos Triantaphyllou

Download or read book Data Mining and Knowledge Discovery Approaches Based on Rule Induction Techniques written by Evangelos Triantaphyllou and published by Springer Science & Business Media. This book was released on 2006-09-10 with total page 784 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book outlines the core theory and practice of data mining and knowledge discovery (DM & KD) examining theoretical foundations for various methods, and presenting an array of examples, many drawn from real-life applications. Most theoretical developments are accompanied by extensive empirical analysis, offering a deep insight into both theoretical and practical aspects of the subject. The book presents the combined research experiences of 40 expert contributors of world renown.

Packaging Digital Information for Enhanced Learning and Analysis: Data Visualization, Spatialization, and Multidimensionality

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Author :
Publisher : IGI Global
ISBN 13 : 146664463X
Total Pages : 349 pages
Book Rating : 4.4/5 (666 download)

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Book Synopsis Packaging Digital Information for Enhanced Learning and Analysis: Data Visualization, Spatialization, and Multidimensionality by : Hai-Jew, Shalin

Download or read book Packaging Digital Information for Enhanced Learning and Analysis: Data Visualization, Spatialization, and Multidimensionality written by Hai-Jew, Shalin and published by IGI Global. This book was released on 2013-08-31 with total page 349 pages. Available in PDF, EPUB and Kindle. Book excerpt: With higher education turning towards data analytics as the next big advance in technology, it is important to look at how information is gathered and visualized for accurate comprehension, analysis, and decision-making. Packaging Digital Information for Enhanced Learning and Analysis: Data Visualization, Spatialization, and Multidimensionality brings together effective practices for the end-to-end capture and web based presentation of information for comprehension, analysis, and decision-making. This publication is beneficial for educators, trainers, instructional designers, web designers, and graduate students interested in improving analytical tools.