Visual interpretation of complex data
IBM Systems Journal
The visual display of quantitative information
The visual display of quantitative information
Visualizing n-dimensional virtual worlds with n-vision
I3D '90 Proceedings of the 1990 symposium on Interactive 3D graphics
Dynamic Graphics for Statistics
Dynamic Graphics for Statistics
Visualizing high dimensional datasets and multivariate relations (tutorial AM-2)
Tutorial notes of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Visualizing multi-dimensional clusters, trends, and outliers using star coordinates
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Visualizing and investigating multidimensional functions
VISSYM '02 Proceedings of the symposium on Data Visualisation 2002
A radial focus+context visualization for multi-dimensional functions
Proceedings of the conference on Visualization '02
Generic Sign Systems in Medical Imaging
IEEE Computer Graphics and Applications
Recursive Pattern: A Technique for Visualizing Very Large Amounts of Data
VIS '95 Proceedings of the 6th conference on Visualization '95
Mapping the royal road and other hierarchical functions
Evolutionary Computation
Visualization and analysis of multi-variate data: a technique for all fields
VIS '91 Proceedings of the 2nd conference on Visualization '91
XmdvTool: integrating multiple methods for visualizing multivariate data
VIS '94 Proceedings of the conference on Visualization '94
The Immersive Visualization Probe for Exploring n-Dimensional Spaces
IEEE Computer Graphics and Applications
A framework for exploring high-dimensional geometry
ISVC'07 Proceedings of the 3rd international conference on Advances in visual computing - Volume Part I
Shape-embedded-histograms for visual data mining
VISSYM'04 Proceedings of the Sixth Joint Eurographics - IEEE TCVG conference on Visualization
Hypermoval: interactive visual validation of regression models for real-time simulation
EuroVis'10 Proceedings of the 12th Eurographics / IEEE - VGTC conference on Visualization
Visualization of data on unfolded hypercubes
Journal of Visualization
imMens: real-time visual querying of big data
EuroVis '13 Proceedings of the 15th Eurographics Conference on Visualization
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The problem of visualizing a scalar-dependent variable that is a function of many independent variables is addressed, focusing on cases with three or more independent variables. A hierarchical axis using different metrics for each independent variable is used, as are hierarchical data symbols. The technique is described for the case in which each independent variable is sampled in a regular grid or lattice-like fashion (that is, in equal increments), but it can be generalized to a variety of less restrictive domains. Rather than presenting a formal mathematical description, the authors use a visual means of describing the technique for a simple three-dimensional data case, and then demonstrate by example how to extend it to higher dimensions. It is demonstrated that these techniques for plotting scalar fields on an N-dimensional lattice work for such data visualization tasks as the location of maxima, minima, saddle points, and other features, as well as for visually fitting multivariate data and the visual determination of dominant and weak or irrelevant variables.