User-centered multidimensional projection techniques

Computing in Science and Engineering

Volumn 14, Issue 4, 2012, Pages 74-81

  Paulovich, Fernando V ^a   Silva, Cláudio T ^b   Nonato, Luis Gustavo ^a  

^a UNIVERSITY OF SÃO PAULO   (Brazil)

^b POLYTECHNIC UNIVERSITY   (United States)

Author keywords

interactive visualization; Least Square Projection (LSP); Local Affine Multidimensional Projection (LAMP); multidimensional projection techniques; Partial Linear Multidimensional Projection (PLMP); scientific computing

Indexed keywords

INTERACTIVE VISUALIZATIONS; LEAST SQUARES; LOCAL AFFINE MULTIDIMENSIONAL PROJECTION (LAMP); PARTIAL LINEAR MULTIDIMENSIONAL PROJECTION (PLMP); PROJECTION TECHNIQUES;

COMPUTER SCIENCE; ENGINEERING; NATURAL SCIENCES COMPUTING;

VISUALIZATION;

EID: 84864185984     PISSN: 15219615     EISSN: None     Source Type: Journal    
DOI: 10.1109/MCSE.2012.85     Document Type: Article

References (21)

1. E. Tejada, R. Minghim, and L.G. Nonato, "On Improved Projection Techniques to Support Visual Exploration of Multidimensional Datasets," Information Visualization, vol. 2, no. 4, 2003, pp. 218-231.
2. V. de Silva and J. B. Tenenbaum, Sparse Multidimensional Scaling Using Landmark Points, tech. report, Dept. of Mathematics, Stanford Univ., 2004.
3. E. Pekalska et al., "A New Method of Generalizing Sammon Mapping with Application to Algorithm Speed-up," Proc. 5th Ann. Conf. Advanced School for Computing and Imaging (ASCI), ASCI, 1999, pp. 221-228.
4. F.V. Paulovich et al., "Least Square Projection: A Fast High-Precision Multidimensional Projection Technique and Its Application to Document Mapping," IEEE Trans. Visualization and Computer Graphics, vol. 14, no. 3, 2008, pp. 564-575. (Pubitemid 351459483)
5. F.V. Paulovich, C.T. Silva, and L.G. Nonato, "Two-Phase Mapping for Projecting Massive Datasets," IEEE Trans. Visualization and Computer Graphics, vol. 16, no. 6, 2010, pp. 1281-1290.
6. M. Chalmers, "A Linear Iteration Time Layout Algorithm for Visualising High- Dimensional Data," Proc. Conf. IEEE Visualization, IEEE CS, 1996, pp. 127-ff.
7. F. Jourdan and G. Melançon, "Multiscale Hybrid MDS," Proc. Conf. Information Visualisation, IEEE CS, 2004, pp. 388-393.
8. A. Morrison, G. Ross, and M. Chalmers, "A Hybrid Layout Algorithm for Sub- Quadratic Multidimensional Scaling," Proc. IEEE Information Visualization, IEEE Press, 2002, pp. 152-158.
9. F.V. Paulovich et al., "Piecewise Laplacian- Based Projection for Interactive Data Exploration and Organization," Computer Graphics Forum, vol. 30, no. 3, 2011, pp. 1091-1100.
10. P. Joia et al., "Local Affine Multidimensional Projection," IEEE Trans. Visualization and Computer Graphics, vol. 17, no. 12, 2011, pp. 2563-2571.
11. T.F. Cox and M.A.A. Cox, Multidimensional Scaling, 2nd ed., Chapman & Hall/CRC, 2000.
12. O. Sorkine and D. Cohen-Or, "Least- Squares Meshes," Proc. Shape Modeling Int'l, IEEE CS, 2004, pp. 191-199.
13. J. Gower and G. Dijksterhuis. Procrustes Problems. Oxford Univ. Press, 2004.
14. A. Frank and A. Asuncion, "UCI Machine Learning Repository," Univ. California, Irvine, 2010; http://archive. ics.uci.edu/ml.
15. J. Daniels et al., "Interactive Vector Field Feature Identification," IEEE Trans. Visualization and Computer Graphics, vol. 16, no. 6, 2010, pp. 1560-1568.
16. Y. Chen et al., "Exemplar-Based Visualization of Large Document Corpus," IEEE Trans. Visualization and Computer Graphics, vol. 15, no. 6, 2009, pp. 1161-1168.
17. F.V. Paulovich, L.G. Nonato, and R. Minghim, "Visual Mapping of Text Collections through a Fast High Precision Projection Technique," Proc. Int'l Conf. Information Visualization, IEEE CS, 2006, pp. 282-290.
18. D. Volpati et al., "Toward the Optimization of an Etongue System Using Information Visualization: A Case Study with Perylene Tetracarboxylic Derivative Films in the Sensing Units," Langmuir, vol. 28, no. 1, 2012, pp. 1029-1040.
19. F. V. Paulovich et al., "Using Multidimensional Projection Techniques for Reaching a High Distinguishing Ability in Biosensing," Analytical and Bioanalytical Chemistry, vol. 400, no. 4, 2011, pp. 1153-1159; doi:10.1007/s00216- 011-4853-2.
20. F.V. Paulovich et al., "Information Visualization Techniques for Sensing and Biosensing," Analyst, vol. 136, no. 7, 2011, pp. 1344-1350.
21. W. Cui et al., "Context-Preserving, Dynamic Word Cloud Visualization," IEEE Computer Graphics and Applications, vol. 30, no. 6, 2010, pp. 42-53.