Visualizing the non-visual: spatial analysis and interaction with information from text documents
INFOVIS '95 Proceedings of the 1995 IEEE Symposium on Information Visualization
Parallel coordinates: a tool for visualizing multi-dimensional geometry
VIS '90 Proceedings of the 1st conference on Visualization '90
Multivariate visualization using metric scaling
VIS '97 Proceedings of the 8th conference on Visualization '97
VizCluster and its Application on Classifying Gene Expression Data
Distributed and Parallel Databases
Non-linear dimensionality reduction techniques for classification and visualization
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Visualizing Informationon a Sphere
INFOVIS '97 Proceedings of the 1997 IEEE Symposium on Information Visualization (InfoVis '97)
Domesticating Bead: adapting an information visualization system to a financial institution
INFOVIS '97 Proceedings of the 1997 IEEE Symposium on Information Visualization (InfoVis '97)
A taxonomy of glyph placement strategies for multidimensional data visualization
Information Visualization
Nature-inspired visualisation of similarity and relationships in human systems and behaviours
Information Visualization - Special issue on visual analysis of human dynamics
IEEE Transactions on Visualization and Computer Graphics
Fractal map: fractal-based 2D expansion method for multi-scale high-dimensional data visualization
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part I
Dynamic visualization of transient data streams
INFOVIS'03 Proceedings of the Ninth annual IEEE conference on Information visualization
Data clustering and visualization using cellular automata ants
AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
A fractal-based 2D expansion method for multi-scale volume data visualization
Journal of Visualization
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Many techniques have been developed for visualizing multivariate (multidimensional) data. Most, if not all, are limited by the number of dimensions which can be effectively displayed. Multidimensional scaling (MDS) is an iterative non-linear technique for projecting n-D data down to a lower number of dimensions. This work presents extensions to MDS that enhance visualization of high-dimensional data sets. These extensions include animation, stochastic perturbation, and flow visualization techniques.