The Promise and Challenge of Multidimensional Visualization

Details The Promise and Challenge of Multidimensional Visualization The Promise and Challenge of Multidimensional Visualization

Nov 2007

adsabs.harvard.edu/cgi-bin/nph-data_query?bibcode=2007aspc..371..288i&link_type=abstract

Statistical Challenges in Modern Astronomy IV ASP Conference Series, Vol. 371, proceedings of the conference held 12-15 June 200

Astronomy and Astrophysics

Astronomy

1

Scientific paper

The need to augment our perception, limited by our 3-dimensional experience, to understand multivariate problems motivates the quest for multidimensional visualization methodologies. Understanding the underlying geometry of a problem provides insight into what is possible and what is not. With the multidimensional system of Parallel Coordinates multidimensional lines, hyperplanes, smooth hypersurfaces and proximities can be visualized unambiguously and yields geometrical algorithms for intersections, minimal distances, containment etc. In turn, this leads to applications to Data Mining (Exploratory Data Analysis (EDA) & Automatic Classification), Statistics, Nonlinear Modeling and more illustrated here by some examples presented with a short overview of the field.

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