TripAdvisorN-D: A tourism-inspired high-dimensional space exploration framework with overview and detail

IEEE Transactions on Visualization and Computer Graphics

Volumn 19, Issue 2, 2013, Pages 291-305

  Nam, Julia Eun Ju ^a   Mueller, Klaus ^b  

^a MICROSOFT   (United States)

^b Stony Brook University   (United States)

Author keywords

coordinated and multiple views; data clustering; data transformation and representation; High dimensional data; visual analytics; zooming and navigation techniques

Indexed keywords

DATA CLUSTERING; DATA TRANSFORMATION; HIGH DIMENSIONAL DATA; MULTIPLE VIEWS; NAVIGATION TECHNIQUES; VISUAL ANALYTICS;

CLUSTER ANALYSIS; CLUSTERING ALGORITHMS; GEOMETRICAL OPTICS; NAVIGATION;

SPACE RESEARCH;

EID: 84871015958     PISSN: 10772626     EISSN: None     Source Type: Journal    
DOI: 10.1109/TVCG.2012.65     Document Type: Article

References (35)

1. D. Asimov, "The Grand Tour: A Tool for Viewing Multidimensional Data," SIAM J. Scientific and Statistical Computing, vol. 6, no. 1, pp. 128-143, 1985.
2. C. Chabot, "Practical Applications of Visual Analytics: On the Cusp of Widespread Adoption," Proc. IEEE Symp. Visual Analytics Science and Technology (VAST), 2008.
3. C. Cheng, A. Fu, and Y. Zhang, "Entropy-Based Subspace Clustering for Mining Numerical Data," Proc. Fifth ACM SIGKDD Int'l Conf. Knowledge Discovery and Data Mining, pp. 84-93, 1999.
4. D. Cook, A. Buja, J. Cabrera, and C. Hurley, "Grand Tour and Projection Pursuit," J. Computational and Graphical Statistics vol. 4, pp. 155-72, 1995.
5. N. Elmqvist, P. Dragicevic, and J.-D. Fekete, "Rolling the Dice: Multidimensional Visual Exploration Using Scatterplot Matrix Navigation," IEEE Trans. Visualization and Computer Graphics, vol. 14, no. 6, pp. 1539-1148, Nov./Dec. 2008.
6. J. Friedman and J. Tukey, "A Projection Pursuit Algorithm for Exploratory Data Analysis," IEEE Trans. Computers, vol. C-23, no. 9, pp. 881-890, Sept. 1974.
7. K. Gabriel, "The Biplot Graphic Display of Matrices with Application to Principal Component Analysis," Biometrika, vol. 58, no. 3, pp. 453-467, 1997.
8. S. Garg, J. Nam, I.V. Ramakrishnan, and K. Mueller, "Model Driven Visual Analytics," Proc. IEEE Symp. Visual Analytics Science and Technology (VAST), pp. 19-26, 2008.
9. S. Garg, I.V. Ramakrishnan, and K. Mueller, "A Visual Analytics Approach to Model Learning," Proc. IEEE Symp. Visual Analytics Science and Technology (VAST), pp. 67-74, 2010.
10. G. Hatfield, "Perception as Unconscious Inference," Perception and the Physical World: Psychological and Philosophical Issues in Perception, D. Heyer and R. Mausfeld, eds., pp. 115-143, Wiley, 2002.
11. A. Inselberg and B. Dimsdale, "Parallel Coordinates: A Tool for Visualizing Multi-Dimensional Geometry," Proc. First IEEE Conf. Visualization, pp. 361-378, 1990. (Pubitemid 21716852)
12. D. Jeong, C. Ziemkiewicz, B. Fisher, W. Ribarsky, and R. Chang, "iPCA: An Interactive System for PCA-Based Visual Analytics," Computer Graphics Forum, vol. 28, no. 3, pp. 767-774, 2009.
13. E. Kandogan, "Star Coordinates: A Multi-Dimensional Visualization Technique with Uniform Treatment of Dimensions," Proc. IEEE Information Visualization Symp. Late Breaking Topics, pp. 9-12, 2000.
14. J. Hartigan, "Printer Graphics for Clustering," J. Statistical Computation and Simulation, vol. 4, no. 3, pp. 187-213, 1975.
15. J. Kruskal and M. Wish, Multidimensional Scaling. Sage Publications, 1977.
16. M. Meyer, H. Lee, A. Barr, and M. Desbrun, "Generalized Barycentric Coordinates on Irregular Polygons," Graphics Tools, pp. 1086-7651, 2002.
17. J. Nam, Y. Han, K. Mueller, A. Zelenyuk, and D. Imre, "ClusterSculptor: A Visual Analytics Tool for High-D Data," Proc. IEEE Symp. Visual Analytics Science and Technology (VAST), pp. 75-82, 2007.
18. L. Parsons, E. Haque, and H. Liu, "Subspace Clustering for High Dimensional Data: A Review," ACM SIGKDD Explorations Newsletter, vol. 6, no. 1, pp. 90-105, 2004.
19. J. Seo and B. Shneiderman, "A Rank-by-Feature Framework for Unsupervised Multidimensional Data Exploration using Low Dimensional Projections," Proc. IEEE Symp. Information Visualization, pp. 65-72, 2004. (Pubitemid 40449129)
20. B. Shneiderman, "The Eyes Have It: A Task by Data Type Taxonomy for Information Visualizations," Proc. IEEE Symp. Visual Languages, pp. 336-343, 1996.
21. M. Sips, B. Neubert, J. Lewis, and P. Hanrahan, "Selecting Good Views of High-Dimensional Data Using Class Consistency," Computer Graphics Forum vol. 28, no. 3, pp. 831-838, 2009.
22. R. Smith, R. Pawlicki, I. Kó kai, J. Finger, and T. Vetter, "Navigating in a Shape Space of Registered Models," IEEE Trans. Visualization and Computer Graphics, vol. 13, no. 6, pp. 1552-1559, Nov./Dec. 2007. (Pubitemid 350076632)
23. N. Snavely, S. Seitz, R. Szeliski, "Photo Tourism: Exploring Photo Collections in 3D," ACM Trans. Graphics, vol. 25, no. 3, pp. 835-846, 2006. (Pubitemid 44481045)
24. D. Swayne, D. Lang, A. Buja, and D. Cook, "GGobi: Evolving from XGobi into an Extensible Framework for Interactive Data Visualization," Comp. Statistics & Data Analysis, vol. 43, no. 4, pp. 423-444, 2003. (Pubitemid 36990914)
25. J. Talbot, B. Lee, A. Kapoor, and D. Tan, "EnsembleMatrix: Interactive Visualization to Support Machine Learning with Multiple Classifiers," Proc. ACM Conf. Human Factors in Computing Systems (CHI), pp. 1283-1292, 2009.
26. S. Teoh and K. Ma, "PaintingClass: Interactive Construction, Visualization and Exploration of Decision Trees," Proc. Int'l Conf. Knowledge Discovery and Data Mining (KDD), pp. 667-672, 2003.
27. C. Ware, Information Visualization: Perception for Design, second ed. Morgan Kaufmann, , 2004.
28. 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 Trans. Visualization and Computer Graphics, vol. 13, no. 3, pp. 494-507, May/June 2007. (Pubitemid 46479767)
29. A. Zelenyuk and D. Imre, "Beyond Single Particle Mass Spectrometry: Multidimensional Characterization of Individual Aerosol Particles," Int'l Rev. in Physical Chemistry, vol. 28, pp. 309-358, 2009.
30. Z. Zhang, K. McDonnell, and K. Mueller, "A Network-Based Interface for the Exploration of High Dimensional Data Spaces," to Appear, Proc. IEEE Pacific Visualization Symp., Mar. 2012.
31. http://www.youtube.com/watch?v=3-qRwOyTD-w, 2012.
32. UCI Machine Learning Repository (accessed 8/09) http://archive.ics.uci. edu/ml/data sets/Image-Segmentation, 2012.
33. MAWI Working Group Traffic Archive (Accessed 8/08), http://mawi.wide.ad. jp/mawi/, 2012.
34. College Prowler (Accessed 9/09), http://collegeprowler.com, 2012.
35. US News Best Colleges (Accessed 9/09), http://colleges.usnews. rankingsandreviews.com, 2012.