Clutter reduction in multi-dimensional data visualization using dimension reordering

Proceedings - IEEE Symposium on Information Visualization, INFO VIS

Volumn , Issue , 2004, Pages 89-96

  Peng, Wei ^a   Ward, Matthew O ^a   Rundensteiner, Elke A ^a  

^a Worcester Polytechnic Institute   (United States)

Author keywords

Dimension order; Multidimensional visualization; Visual clutter; Visual structure

Indexed keywords

DIMENSIONAL ORDER; MULTIDIMENSIONAL VISUALIZATION; VISUAL CLUTTER; VISUAL STRUCTURE;

ALGORITHMS; CLUTTER (INFORMATION THEORY); COMPUTATIONAL METHODS; DATA MINING; DATA STRUCTURES; VISUALIZATION;

INFORMATION ANALYSIS;

EID: 16244390237     PISSN: 1522404X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/INFVIS.2004.15     Document Type: Conference Paper

References (27)

1. D.F.Andrews. Plots of high dimensional data. Biometrics, 28:125-136, 1972.
2. M. Ankerst, S. Berchtold, and D.A. Keim. Similarity clustering of dimensions for an enhanced visualization of multidimensional data. Proc. IEEE Symp. on Information Visualization, pages 52-60, 1998.
3. W.S. Cleveland and M.E. McGill. Dynamic Graphics for Statistics. Wadsworth, Inc., 1988.
4. Thomas H. Cormen, E. Leiserson, Charles, and Ronald L. Rivest. Introduction to Algorithms. MIT Press, 1990. COR t 01:1 1.Ex.
5. S.L. Crawford and T.C. Fall. Projection pursuit techniques for visualizing high-dimensional data sets. Visualization in Scientific Computing, (G.M. Nielson and B. Shriver, eds.), pages 94-108, 1990.
6. M. Friendly and E. Kwan. Effect ordering for data displays. Computational Statistics & Data Analysis, 43(4):509-539, 2003.
7. Y. Fua, M.O. Ward, and E.A. Rundensteiner. Hierarchical parallel coordinates for exploration of large datasets. Proc. IEEE Visualization, pages 43-50, Oct. 1999.
8. A. Inselberg. The plane with parallel coordinates. Special Issue on Computational Geometry, The Visual Computer, 1:69-97, 1985.
9. J. Jolliffe. Principal Component Analysis. Springer Verlag, 1986.
10. D. A. Keim. Pixel-oriented visualization techniques for exploring very large databases. Journal of Computational and Graphical Statistics, 5(1):58-77, 1996.
11. T. Kohonen. The self-organizing map. Proc. IEEE, pages 1464-1480, 1978.
12. J.B. Kruskal and M. Wish. Multidimensional Scaling. Sage Publications, 1978.
13. J. LeBlanc, M.O. Ward, and N. Wittels. Exploring n-dimensional databases. Proc. IEEE Visualization, pages 230-237, 1990.
14. Y.K. Leung and M.D. Apperley. A review and taxonomy of distortion-oriented presentation techniques. ACM Transactions on Computer-Human Interaction, 1(2):126-160, 1994.
15. R.J. Littlefield. Using the glyph concept to create user-definable display formats. Proc. NCGA, pages 697-706, 1983.
16. M. Sheelagh, T. Carpendale, D.J. Cowperthwaite, and F.D. Fracchia. Distortion viewing techniques for 3-dimensional data. Proc. IEEE Symposium on Information Visualization, pages 46-53, 1996.
17. J.H. Siegel, E.J. Farrell, R.M. Goldwyn, and H.P. Friedman. The surgical implication of physiologic patterns in myocardial infarction shock. Surgery, 72:126-141, 1972.
18. C. Stolte and P. Hanrahan. Polaris: A system for query, analysis, and visualization of multidimensional relational databases. Proc. IEEE Symposium on Information Visualization, pages 5-14, 2000.
19. J.W. Tukey, M.A. Fisherkeller, and J.H. Friedman. Prim-9: An interactive multidimensional data display and analysis system. Dynamic Graphics for Statistics, (W. S. Cleveland and M. E. McGill, eds.), pages 111-120, 1988.
20. C.Ware. Information Visualization: Perception for Design. Harcourt Publishers Ltd, 2000.
21. E.J. Wegman. Hyperdimensional data analysis using parallel coordinates. Journal of the American Statistical Association, 411(85):664-675, 1990.
22. S.L. Weinberg. An introduction to multidimensional scaling. Measurement and evaluation in counseling and development, 24:12-36, 1991.
23. P.C. Wong and R.D. Bergeron. Multiresolution multidimensional wavelet brushing. Proc. IEEE Visualization, pages 141-148, 1996.
24. Allison Woodruff, James Landay, and Michael Stonebraker. Constant information density in zoomable interfaces. In Proc. of the working conference on Advanced visual interfaces, pages 57-65, 1998.
25. Xmdvtool home page. http://davis.wpi.edu/~xmdv/. http://davis.wpi.edu/ ~xmdv.
26. J. Yang, W. Peng, M.O. Ward, and E.A. Rundensteiner. Interactive hierarchical dimension ordering, spacing and filtering for exploration of high dimensional datasets. Proc. IEEE Symposium on Information Visualization, pages 105-112, 2003.
27. J. Yang, M.O. Ward, E.A. Rundensteiner, and S. Huang. Visual hierarchical dimension reduction for exploration of high dimensional datasets. Eurographics/IEEE TCVG Symposium on Visualization, pages 19-28, 2003.