On the effects of dimensionality reduction on high dimensional similarity search
PODS '01 Proceedings of the twentieth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
IEEE Transactions on Visualization and Computer Graphics
Visual hierarchical dimension reduction for exploration of high dimensional datasets
VISSYM '03 Proceedings of the symposium on Data visualisation 2003
Multiscale Visualization Using Data Cubes "InfoVis 2002 Best Paper"
INFOVIS '02 Proceedings of the IEEE Symposium on Information Visualization (InfoVis'02)
InterRing: An Interactive Tool for Visually Navigating and Manipulating Hierarchical Structures
INFOVIS '02 Proceedings of the IEEE Symposium on Information Visualization (InfoVis'02)
by chance enhancing interaction with large data sets through statistical sampling
Proceedings of the Working Conference on Advanced Visual Interfaces
A Visualization System for Space-Time and Multivariate Patterns (VIS-STAMP)
IEEE Transactions on Visualization and Computer Graphics
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In this article, the author describe issues of scale that arise at all stages of the visual exploration process and give examples of some solutions to these problems that his group at Worcester Polytechnic Institute have experimented with over the past several years. While the work has predominantly focused on nonspatial multivariate data analysis, he feels that many of the concepts and approaches described are relevant to the visualization of other types of data and information.