The visual display of quantitative information
The visual display of quantitative information
The computer and the mind
C4.5: programs for machine learning
C4.5: programs for machine learning
Surround-screen projection-based virtual reality: the design and implementation of the CAVE
SIGGRAPH '93 Proceedings of the 20th annual conference on Computer graphics and interactive techniques
3-D sound for virtual reality and multimedia
3-D sound for virtual reality and multimedia
Force and touch feedback for virtual reality
Force and touch feedback for virtual reality
Data mining
Interactive computer graphics: a top-down approach with OpenGL
Interactive computer graphics: a top-down approach with OpenGL
Issues in visualizing large databases
Proceedings of the third IFIP WG2.6 working conference on Visual database systems 3 (VDB-3)
Data preparation for data mining
Data preparation for data mining
Networked virtual environments: design and implementation
Networked virtual environments: design and implementation
Data mining: concepts and techniques
Data mining: concepts and techniques
Introduction to data visualization
Information visualization in data mining and knowledge discovery
A survey of visualizations for high-dimensional data mining
Information visualization in data mining and knowledge discovery
The data visualization environment
Information visualization in data mining and knowledge discovery
A visualization-driven approach for strategic knowledge discovery
Information visualization in data mining and knowledge discovery
A visual metaphor for knowledge discovery
Information visualization in data mining and knowledge discovery
Visualizing data mining models
Information visualization in data mining and knowledge discovery
Visualizing the simple Baysian classifier
Information visualization in data mining and knowledge discovery
Visualizing data mining results with domain generalization graphs
Information visualization in data mining and knowledge discovery
A taxonomy for integrating data mining and data visualization
Information visualization in data mining and knowledge discovery
Information visualization in data mining and knowledge discovery
Information Graphics: A Comprehensive Illustrated Reference
Information Graphics: A Comprehensive Illustrated Reference
Principles of Three-Dimensional Computer Animation: Modeling, Rendering, and Animating with 3d Computer Graphics
Machine Learning
Data Quality for the Information Age
Data Quality for the Information Age
Collaborative Virtual Environments: Digital Places and Spaces for Interaction
Collaborative Virtual Environments: Digital Places and Spaces for Interaction
Information Visualization in Data Mining and Knowledge Discovery
Information Visualization in Data Mining and Knowledge Discovery
Efficient Attribute-Oriented Generalization for Knowledge Discovery from Large Databases
IEEE Transactions on Knowledge and Data Engineering
Machine Learning
Database Mining: A Performance Perspective
IEEE Transactions on Knowledge and Data Engineering
Local Dimensionality Reduction: A New Approach to Indexing High Dimensional Spaces
VLDB '00 Proceedings of the 26th International Conference on Very Large Data Bases
Visualization's new tack: making sense of information
IEEE Spectrum
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Data mining concerns the discovery and extraction of knowledge chunks from large data repositories. In a cooperative datamining environment, more than one data mining tool collaborates during the knowledge discovery process. This chapter describes a data mining approach used to visualize the cooperative data mining process. According to this approach, visual data mining consists of both data and knowledge visualization. First, the data are visualized during both data preprocessing and data mining. In this way, the quality of the data is assessed and improved throughout the knowledge discovery process. Second, the knowledge, as discovered by the individual learners, is assessed and modified through the interactive visualization of the cooperative data mining process and its results. The knowledge obtained from the human domain expert also forms part of the process. Finally, the use of virtual reality-based visualization is proposed as a new method to model both the data and its descriptors.