Visual Data Mining Theory, Techniques and Tools for Visual Analytics /

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 sys...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor Corporativo: SpringerLink (Online service)
Otros Autores: Simoff, Simeon (Editor ), Böhlen, Michael H. (Editor ), Mazeika, Arturas (Editor )
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2008.
Edición:1st ed. 2008.
Colección:Information Systems and Applications, incl. Internet/Web, and HCI ; 4404
Temas:
Data mining.
Computer graphics.
Database management.
Information storage and retrieval systems.
Data Mining and Knowledge Discovery.
Computer Graphics.
Database Management.
Information Storage and Retrieval.
Acceso en línea:Texto Completo
Tabla de Contenidos:
  • Visual Data Mining: An Introduction and Overview
  • Visual Data Mining: An Introduction and Overview
  • 1 - Theory and Methodologies
  • The 3DVDM Approach: A Case Study with Clickstream Data
  • Form-Semantics-Function - A Framework for Designing Visual Data Representations for Visual Data Mining
  • A Methodology for Exploring Association Models
  • Visual Exploration of Frequent Itemsets and Association Rules
  • Visual Analytics: Scope and Challenges
  • 2 - Techniques
  • Using Nested Surfaces for Visual Detection of Structures in Databases
  • Visual Mining of Association Rules
  • Interactive Decision Tree Construction for Interval and Taxonomical Data
  • Visual Methods for Examining SVM Classifiers
  • Text Visualization for Visual Text Analytics
  • Visual Discovery of Network Patterns of Interaction between Attributes
  • Mining Patterns for Visual Interpretation in a Multiple-Views Environment
  • Using 2D Hierarchical Heavy Hitters to Investigate Binary Relationships
  • Complementing Visual Data Mining with the Sound Dimension: Sonification of Time Dependent Data
  • Context Visualization for Visual Data Mining
  • Assisting Human Cognition in Visual Data Mining
  • 3 - Tools and Applications
  • Immersive Visual Data Mining: The 3DVDM Approach
  • DataJewel: Integrating Visualization with Temporal Data Mining
  • A Visual Data Mining Environment
  • Integrative Visual Data Mining of Biomedical Data: Investigating Cases in Chronic Fatigue Syndrome and Acute Lymphoblastic Leukaemia
  • Towards Effective Visual Data Mining with Cooperative Approaches.

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