Title :
3D Scatterplot Navigation
Author :
Sanftmann, Harald ; Weiskopf, Daniel
Author_Institution :
Univ. of Stuttgart, Stuttgart, Germany
Abstract :
For 3D scatterplots, we present an interpolation and projection technique that supports the smooth exchange of one or two data dimensions at a time. Even though this exchange can be considered as a rotation in 4D or 5D data domains, we guarantee that the projection to image space is perceived as a 3D rigid body rotation-with a consistent motion of the data points. We conducted a controlled user study showing that 3D rigid body rotations outperform direct transition between scatterplots. We further extend our technique to support navigation between 3D scatterplots by introducing 3D scatterplot matrices. The usefulness of our approach is demonstrated by application examples, including a case study with a natural language processing expert.
Keywords :
data visualisation; image processing; interpolation; matrix algebra; 3D rigid body rotation; 3D rigid body rotations; 3D scatterplot matrices; 3D scatterplot navigation; 4D data domains; 5D data domains; data dimension exchange; data points; image space; interpolation technique; natural language processing expert; projection technique; Animation; Data analysis; Image color analysis; Interpolation; Navigation; Sorting; Three dimensional displays; Visualization; coordinated and multiple views; multidimensional data; scatterplot;
Journal_Title :
Visualization and Computer Graphics, IEEE Transactions on
DOI :
10.1109/TVCG.2012.35