DICON: Interactive visual analysis of multidimensional clusters

IEEE Transactions on Visualization and Computer Graphics

Volumn 17, Issue 12, 2011, Pages 2581-2590

  Cao, Nan ^a   Gotz, David ^b   Sun, Jimeng ^b   Qu, Huamin ^a  

^a HONG KONG UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Hong Kong)

^b IBM T J WATSON RESEARCH CENTER   (United States)

Author keywords

Clustering; Information Visualization; Visual Analysis

Indexed keywords

CLUSTER VISUALIZATION; CLUSTERING; CLUSTERING RESULTS; CLUTTER REDUCTION; COMPLEX DATA; DATA ANALYSIS TECHNIQUES; HEALTHCARE DOMAINS; INFORMATION VISUALIZATION; INTERACTIVE VISUAL ANALYSIS; LARGE DATASETS; LAYOUT ALGORITHMS; MULTI-ATTRIBUTES; MULTIDIMENSIONAL ATTRIBUTES; MULTIDIMENSIONAL CLUSTERING; STATISTICAL INFORMATION; USER INTERACTION; USER STUDY; VISUAL ANALYSIS;

CLUSTER ANALYSIS; CLUSTERING ALGORITHMS; HEALTH CARE; INFORMATION SYSTEMS; RATING; SEMANTICS; STATISTICS; USER INTERFACES; VISUALIZATION;

QUALITY CONTROL;

ALGORITHM; ARTICLE; CLUSTER ANALYSIS; COMPUTER GRAPHICS; COMPUTER INTERFACE; FACTUAL DATABASE; HUMAN; STATISTICAL ANALYSIS; STATISTICS;

ALGORITHMS; CLUSTER ANALYSIS; COMPUTER GRAPHICS; DATA INTERPRETATION, STATISTICAL; DATABASES, FACTUAL; HUMANS; USER-COMPUTER INTERFACE;

EID: 80955157762     PISSN: 10772626     EISSN: None     Source Type: Journal    
DOI: 10.1109/TVCG.2011.188     Document Type: Article

References (40)

1. M. Ankerst, S. Berchtold, and D. Keim. Similarity clustering of dimensions for an enhanced visualization of multidimensional data. In IEEE Symposium on Information Visualization, pages 52-60, 1998.
2. M. Balzer and O. Deussen. Voronoi treemaps. In IEEE Symposium on Information Visualization, pages 49-56, 2005. (Pubitemid 44500037)
3. M. Bruls, K. Huizing, and J. Van Wijk. Squarified treemaps. In Proceedings of the joint Eurographics and IEEE Symposium on Visualization, pages 33-42, 2000.
4. D. Carr, R. Littlefield,W. Nicholson, and J. Littlefield. Scatterplot matrix techniques for large N. Journal of the American Statistical Association, 82(398):424-436, 1987.
5. H. Chernoff. The use of faces to represent points in k-dimensional space graphically. Journal of the American Statistical Association, 68(342):361-368, 1973.
6. S. Climer and W. Zhang. Rearrangement clustering: pitfalls, remedies, and applications. Journal of Machine Learning Research, 7:919-943, 2006. (Pubitemid 43902310)
7. Q. Du, V. Faber, and M. Gunzburger. Centroidal voronoi tessellations: applications and algorithms. SIAM review, 41(4):637-676, 1999. (Pubitemid 30536738)
8. T. Dwyer, K. Marriott, and P. Stuckey. Fast node overlap removal. In Graph Drawing, pages 153-164, 2006. (Pubitemid 43971513)
9. M. Eisen, P. Spellman, P. Brown, and D. Botstein. Cluster analysis and display of genome-wide expression patterns. In Proceedings of the National Academy of Sciences of the United States of America, pages 14863-14868, 1998. (Pubitemid 29003722)
10. N. Elmqvist, P. Dragicevic, and J. Fekete. Rolling the dice: multidimensional visual exploration using scatterplot matrix navigation. IEEE Transactions on Visualization and Computer Graphics, 14(6):1141-1148, 2008.
11. M. Friendly. Corrgrams. The American Statistician, 56(4):316-324, 2002.
12. Y. Fua, M.Ward, and E. Rundensteiner. Hierarchical parallel coordinates for exploration of large datasets. In Proceedings of IEEE Conference on Visualization, pages 43-508, 1999.
13. E. Gansner, Y. Koren, and S. North. Graph drawing by stress majorization. In Graph Drawing, pages 239-250, 2005. (Pubitemid 41239567)
14. D. Gotz. Dynamic voronoi treemaps: a visualization technique for timevarying hierarchical data. Technical Report RC25132, IBM, 2011.
15. N. Henry, J.-D. Fekete, and M. J. McGuffin. Nodetrix: a hybrid visualization of social networks. IEEE Transactions on Visualization and Computer Graphics, 13(6):1302-1309, 2007. (Pubitemid 350076603)
16. D. Holten. Hierarchical edge bundles: visualization of adjacency relations in hierarchical data. IEEE Transactions on Visualization and Computer Graphics, 12(5):741-748, 2006. (Pubitemid 44955599)
17. D. Holten and J. Van Wijk. Evaluation of cluster identification performance for different PCP variants. Computer Graphics Forum, 29(3):793-802, 2010.
18. A. Inselberg and B. Dimsdale. Parallel coordinates: a tool for visualizing multi-dimensional geometry. In Proceedings of IEEE conference on Visualization, pages 361-378, 1990. (Pubitemid 21716852)
19. S. Johansson and J. Johansson. Interactive dimensionality reduction through user-defined combinations of quality metrics. IEEE Transactions on Visualization and Computer Graphics, 15(6):993-1000, 2009.
20. D. Keim. Designing pixel-oriented visualization techniques: theory and applications. IEEE Transactions on Visualization and Computer Graphics, 6(1):59-78, 2000. (Pubitemid 30594716)
21. D. Keim. Information visualization and visual data mining. IEEE Transactions on Visualization and Computer Graphics, 8(1):1-8, 2002. (Pubitemid 34573478)
22. D. Keim and H. Kriegel. VisDB: database exploration using multidimensional visualization. IEEE Computer Graphics and Applications, 14(5):40-49, 2002.
23. D. Keim and H. Kriegel. Visualization techniques for mining large databases: a comparison. IEEE Transactions on Knowledge and Data Engineering, 8(6):923-938, 2002.
24. E. Keogh, L. Wei, X. Xi, S. Lonardi, J. Shieh, and S. Sirowy. Intelligent icons: integrating lite-weight data mining and visualization into gui operating systems. In Proceedings of the International Conference on Data Mining, pages 912-916, 2006. (Pubitemid 47485879)
25. L. Nov́akov́a and O. Steṕankov́a. Multidimensional clusters in RadViz. In Proceedings of WSEAS International Conference on Simulation, Modelling and Optimization, pages 470-475, 2006.
26. M. Novotny. Visually effective information visualization of large data. In Proceedings of the Central European Seminar on Computer Graphics, pages 41-48, 2004.
27. T. Pham, R. Hess, C. Ju, E. Zhang, and R. Metoyer. Visualization of diversity in large multivariate data sets. IEEE Transactions on Visualization and Computer Graphics, 16(6):1053-1062, 2010.
28. R. Pickett and G. Grinstein. Iconographic displays for visualizing multidimensional data. In Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics, pages 514-519, 1988.
29. F. Post, T. van Walsum, F. Post, and D. Silver. Iconic techniques for feature visualization. In Proceedings of IEEE Conference on Visualization, pages 288-295, 1995.
30. J. Seo and B. Shneiderman. Interactively exploring hierarchical clustering results. IEEE Computer, 35:80-86, 2002.
31. B. Shneiderman. Tree visualization with treemaps: 2d space-filling approach. ACM Transactions on Graphics, 11(1):92-99, 1992.
32. B. Shneiderman and M. Wattenberg. Ordered treemap layouts. In IEEE Symposium on Information Visualization, pages 73-80, 2001.
33. A. Sud, D. Fisher, and H. Lee. Fast dynamic voronoi treemaps. In IEEE International Symposium on Voronoi Diagrams in Science and Engineering, pages 85-94, 2010.
34. A. Tatu, G. Albuquerque, M. Eisemann, J. Schneidewind, H. Theisel, M. Magnork, and D. Keim. Combining automated analysis and visualization techniques for effective exploration of high-dimensional data. In IEEE Symposium on Visual Analytics Science and Technology, pages 59-66, 2009.
35. E. Tufte and G. Howard. The visual display of quantitative information. 1983.
36. C. Ware. Information visualization: perception for design. 2004.
37. J.Wood and J. Dykes. Spatially ordered treemaps. IEEE Transactions on Visualization and Computer Graphics, 14(6):1348-1355, 2008.
38. J. Yang, D. Hubball, M. Ward, E. Rundensteiner, and W. Ribarsky. Value and relation display: interactive visual exploration of large data sets with hundreds of dimensions. IEEE Transactions on Visualization and Computer Graphics, 13(3):494-507, 2007. (Pubitemid 46479767)
39. X. Yuan, P. Guo, H. Xiao, H. Zhou, and H. Qu. Scattering points in parallel coordinates. IEEE Transactions on Visualization and Computer Graphics, 15(6):1001-1008, 2009.
40. H. Zhou, X. Yuan, H. Qu, W. Cui, and B. Chen. Visual clustering in parallel coordinates. Computer Graphics Forum, 27(3):1047-1054, 2008.