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A Visualization System for Space-Time and Multivariate Patterns (VIS-STAMP)
- Source :
- IEEE Transactions on Visualization and Computer Graphics. 12:1461-1474
- Publication Year :
- 2006
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2006.
-
Abstract
- The research reported here integrates computational, visual, and cartographic methods to develop a geovisual analytic approach for exploring and understanding spatio-temporal and multivariate patterns. The developed methodology and tools can help analysts investigate complex patterns across multivariate, spatial, and temporal dimensions via clustering, sorting, and visualization. Specifically, the approach involves a self-organizing map, a parallel coordinate plot, several forms of reorderable matrices (including several ordering methods), a geographic small multiple display, and a 2-dimensional cartographic color design method. The coupling among these methods leverages their independent strengths and facilitates a visual exploration of patterns that are difficult to discover otherwise. The visualization system we developed supports overview of complex patterns and, through a variety of interactions, enables users to focus on specific patterns and examine detailed views. We demonstrate the system with an application to the IEEE InfoVis 2005 Contest data set, which contains time-varying, geographically referenced, and multivariate data for technology companies in the US.
- Subjects :
- Visual analytics
Computer science
business.industry
Information Storage and Retrieval
computer.software_genre
Computer Graphics and Computer-Aided Design
Article
Visualization
User-Computer Interface
Information visualization
Data visualization
Data Interpretation, Statistical
Multivariate Analysis
Signal Processing
Computer Graphics
Geographic Information Systems
Computer Simulation
Computer Vision and Pattern Recognition
Data mining
Geovisualization
Cluster analysis
business
computer
Algorithms
Software
Subjects
Details
- ISSN :
- 10772626
- Volume :
- 12
- Database :
- OpenAIRE
- Journal :
- IEEE Transactions on Visualization and Computer Graphics
- Accession number :
- edsair.doi.dedup.....eb65589f0c8fef6aa237cbd771ba8d39