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3D Scatterplot Navigation
Nov. 2012 (vol. 18 no. 11)
pp. 1969-1978
| ASCII Text | x | ||
| Harald Sanftmann, D. Weiskopf, "3D Scatterplot Navigation," IEEE Transactions on Visualization and Computer Graphics, vol. 18, no. 11, pp. 1969-1978, Nov., 2012. | |||
| BibTex | x | ||
| @article{ 10.1109/TVCG.2012.35, author = {Harald Sanftmann and D. Weiskopf}, title = {3D Scatterplot Navigation}, journal ={IEEE Transactions on Visualization and Computer Graphics}, volume = {18}, number = {11}, issn = {1077-2626}, year = {2012}, pages = {1969-1978}, doi = {http://doi.ieeecomputersociety.org/10.1109/TVCG.2012.35}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA, USA}, } | |||
| RefWorks Procite/RefMan/Endnote | x | ||
| TY - JOUR JO - IEEE Transactions on Visualization and Computer Graphics TI - 3D Scatterplot Navigation IS - 11 SN - 1077-2626 SP1969 EP1978 EPD - 1969-1978 A1 - Harald Sanftmann, A1 - D. Weiskopf, PY - 2012 KW - matrix algebra KW - data visualisation KW - image processing KW - interpolation KW - data dimension exchange KW - 3D scatterplot navigation KW - interpolation technique KW - projection technique KW - 4D data domains KW - 5D data domains KW - image space KW - 3D rigid body rotation KW - data points KW - 3D rigid body rotations KW - 3D scatterplot matrices KW - natural language processing expert KW - Three dimensional displays KW - Interpolation KW - Navigation KW - Animation KW - Image color analysis KW - Sorting KW - Data analysis KW - coordinated and multiple views KW - Visualization KW - scatterplot KW - multidimensional data VL - 18 JA - IEEE Transactions on Visualization and Computer Graphics ER - | |||
DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/TVCG.2012.35
Web Extra: View Supplemental Material(ZIP)
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.
Index Terms:
matrix algebra,data visualisation,image processing,interpolation,data dimension exchange,3D scatterplot navigation,interpolation technique,projection technique,4D data domains,5D data domains,image space,3D rigid body rotation,data points,3D rigid body rotations,3D scatterplot matrices,natural language processing expert,Three dimensional displays,Interpolation,Navigation,Animation,Image color analysis,Sorting,Data analysis,coordinated and multiple views,Visualization,scatterplot,multidimensional data
Citation:
Harald Sanftmann, D. Weiskopf, "3D Scatterplot Navigation," IEEE Transactions on Visualization and Computer Graphics, vol. 18, no. 11, pp. 1969-1978, Nov. 2012, doi:10.1109/TVCG.2012.35
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