Information Visualization in Data Mining and Knowledge Discovery

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Usama M. Fayyad, Georges G. Grinstein, Andreas Wierse
Morgan Kaufmann, 2002 - 407 Seiten
Mainstream data mining techniques significantly limit the role of human reasoning and insight. Likewise, in data visualization, the role of computational analysis is relatively small. The power demonstrated individually by these approaches to knowledge discovery suggests that somehow uniting the two could lead to increased efficiency and more valuable results. But is this true? How might it be achieved? And what are the consequences for data-dependent enterprises? book to ask and answer these thought-provoking questions. It is also the first book to explore the fertile ground of uniting data mining and data visualization principles in a new set of knowledge discovery techniques. Leading researchers from the fields of data mining, data visualization, and statistics present findings organized around topics introduced in two recent international knowledge discovery and data mining workshops. Collected and edited by three of the area's most influential figures, these chapters introduce the concepts and components of visualization, detail current efforts to include visualization and user interaction in data mining, and explore the potential for further synthesis of data mining algorithms and data visualization techniques. This incisive, groundbreaking research is sure to wield a strong influence in subsequent efforts in both academic and corporate settings.
 

Inhalt

Introduction
1
KDD and Model Visualization
9
125
17
Introduction to Data Visualization 21
21
A Survey of Visualizations for HighDimensional Data Mining
47
Evaluation of Visualization Systems
83
Visualizing Massive Multivariate TimeSeries Data
95
129
102
Model Visualization
223
Issues in TimeSeries and Categorical Data Exploration
229
Visualizing the Simple Bayesian Classifier
237
An Adaptive Interface Approach for RealTime
271
Integrating Data Mining and Visualization Processes
299
Visual and Algorithmic
305
Use of the Manifold Concept in Model Visualization
313
Document Mining and Visualization
345

CharacterBased Data Visualization for Data Mining
103
Data Visualization for Decision Support Activities
177
An Integrated
191
Visualizing Data Mining Models
207
Research Issues in the Analysis and Visualization
355
A CaseBuilding Toolkit
361
About the Authors
391
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