Uncertainty-aware exploration of continuous parameter spaces using multivariate prediction

Computer Graphics Forum

Volumn 30, Issue 3, 2011, Pages 911-920

  Berger, W ^a   Piringer, H ^a   Filzmoser, P ^b   Groller E ^b  

^a VRVIS RESEARCH CENTER   (Austria)

^b VIENNA UNIVERSITY OF TECHNOLOGY   (Austria)

Author keywords

[No Author keywords available]

Indexed keywords

FORECASTING; MACHINE DESIGN;

APPLICATION CONTEXTS; CONTINUOUS PARAMETERS; DIMENSIONAL PARAMETERS; INTERACTIVE APPROACH; LOCAL SENSITIVITY ANALYSIS; PARALLEL COORDINATES; SCIENCE AND ENGINEERING; STATISTICAL LEARNING;

SENSITIVITY ANALYSIS;

EID: 84881216617     PISSN: 01677055     EISSN: 14678659     Source Type: Journal    
DOI: 10.1111/j.1467-8659.2011.01940.x     Document Type: Article

References (35)

1. BERGER W., PIRINGER H.: Interactive Visual Analysis of Multiobjective Optimizations. In Proc. of the IEEE Conference on VAST 2010 (2010), pp. 215-216.
2. BACHTHALER S., WEISKOPF D.: Continuous Scatterplots. IEEE Trans. on Visualization and Computer Graphics 14, 6 (2008), 1428-1435.
3. CHAN Y.-H., CORREA C. D., MA K.-L.: Flow-based Scatterplots for Sensitivity Analysis. In Proc. of the IEEE Conference on VAST 2010 (2010), pp. 43-50.
4. CUMBUS C., DAMIEN P., WALKER S.: Uniform Sampling in the Hypersphere via Latent Variables and the Gibbs Sampler. 1996.
5. CHANG C.-C., LIN C.-J.: LIB-SVM. http://www.csie.ntu.edu.tw/~cjlin/ libsvm/, Last visited on Mar. 3rd 2011.
6. CEDILNIK A., RHEINGANS P.: Procedural Annotation of Uncertain Information. In Proc. of the IEEE Conference on Visualization 2000 (2000), pp. 77-83.
7. FEINER S. K., BESHERS C.: Worlds Within Worlds: Metaphors for Exploring N-Dimensional Virtual Worlds. In Proc. of the 3rd annual ACM SIGGRAPH Symposium on User Interface Software and Technology (1990), pp. 76-83.
8. GERBER S., BREMER P.-T., PASCUCCI V., WHITAKER R.: Visual Exploration of High Dimensional Scalar Functions. IEEE Trans. on Visualization and Computer Graphics 16, 6 (2010), 1271-1280.
9. GERSHON N. D.: Visualization of Fuzzy Data Using Generalized Animation. In Proc. of the IEEE Conference on Visualization 1992 (1992), pp. 268-273.
10. GERSHON N. D.: Visualization of an Imperfect World. IEEE Computer Graphics and Applications 18, 4 (1998), 43-45.
11. GRIGORYAN G., RHEINGANS P.: Point-Based Probabilistic Surfaces to Show Surface Uncertainty. IEEE Trans. on Visualization and Computer Graphics 10, 5 (2004), 564-573.
12. GUO Z., WARD M. O., RUNDENSTEINER E. A.: Model Space Visualization for Multivariate Linear Trend Discovery. In Proc. of the IEEE Symposium on VAST 2009 (2009), pp. 75-82.
13. HASTIE T., TIBSHIRANI R., FRIEDMAN J.: The Elements of Statistical Learning, 2nd ed. Springer, 2009.
14. HEINRICH J., WEISKOPF D.: Continuous Parallel Coordinates. IEEE Trans. on Visualization and Computer Graphics 15, 6 (2009), 1531-1538.
15. HARVEY W., WANG Y.: Topological Landscape Ensembles for Visualization of Scalar-Valued Functions. Computer Graphics Forum 29, 3 (2010), 993-1002.
16. JAYARAMAN S., NORTH C.: A Radial Focus + Context Visualization for Multi-Dimensional Functions. In Proc. of the IEEE Conference on Visualization 2002 (2002), pp. 443-450.
17. JOHNSON C.: Top Scientific Visualization Research Problems. IEEE Computer Graphics and Applications 24, 4 (2004), 13-17.
18. LODHA S. K., PANG A., SHEEHAN R. E., WITTENBRINK C. M.: UFLOW: Visualizing Uncertainty in Fluid Flow. In Proc. of the IEEE Conference on Visualization 1996 (1996), pp. 249-254.
19. MATKOVIC K., GRACANIN D., JELOVIC M., HAUSER H.: Interactive Visual Steering- Rapid Visual Prototyping of a Common Rail Injection System. IEEE Trans. on Visualization and Computer Graphics 14, 6 (2008), 1699-1706.
20. MATKOVI K., JELOVI M., JURI J., KONYHA Z., GRACANIN D.: Interactive Visual Analysis and Exploration of Injection Systems Simulations. In Proc. of the IEEE Conference on Visualization 2005 (2005), pp. 391-398.
21. MACEACHREN A. M., ROBINSON A., HOPPER S., GARDNER S., MURRAY R., GAHEGAN M., HETZLER E.: Visualizing Geospatial Information Uncertainty: What We Know and What We Need to Know. Cartography and Geographic Information Science 32, 3 (July 2005), 139-160.
22. OLSTON C., MACKINLAY J.: Visualizing Data with Bounded Uncertainty. In Proc. of the IEEE Symposium on Information Visualization 2002 (2002), pp. 37-40.
23. PIRINGER H., BERGER W., KRASSER J.: Hyper- MoVal: Interactive Visual Validation of Regression Models for Real-Time Simulation. Computer Graphics Forum 29, 3 (2010), 983-992.
24. POTTER K., KNISS J., RIESENFELD R., JOHNSON C. R.: Visualizing Summary Statistics and Uncertainty. Computer Graphics Forum 29, 3 (2010), 823-832.
25. PIRINGER H., TOMINSKI C., MUIGG P., BERGER W.: A Multi-Threading Architecture to Support Interactive Visual Exploration. IEEE Trans. on Visualization and Computer Graphics 15, 6 (2009), 1113-1120.
26. PANG A. T., WITTENBRINK C. M., LODHA S. K.: Approaches to Uncertainty Visualization. The Visual Computer 13, 8 (Nov. 1997), 370-390.
27. REEB G.: Sur les points singuliers d'une forme de Pfaff complètement intégrable ou d'une fonction numérique. Comptes Rendus Acad. Sciences 222 (1946), 847-849.
28. SANTUCCI G., HAUSER H.: Data Management- Challenges and Opportunities. In Mastering the Information Age Solving Problems with Visual Analytics, Keim D., Kohlhammer J., Ellis G., Mansmann F., (Eds.). Eurographics Association, 2010, pp. 32-36.
29. SHAFFER C. A., KNILL D. L., WATSON L. T.: Visualization for Multiparameter Aircraft Designs. In Proc. of the IEEE Conference on Visualization 1998 (1998), pp. 491-494.
30. SKEELS M., LEE B., SMITH G., ROBERTSON G. G.: Revealing Uncertainty for Information Visualization. Information Visualization 9, 1 (2010), 70-81.
31. TWEEDIE L., SPENCE R., DAWKES H., SU H.: Externalising Abstract Mathematical Models. In Proc. of the SIGCHI Conference on Human Factors in Computing Systems (1996), pp. 406-412.
32. WARE C.: Information Visualization: Perception for Design, 2nd ed. Morgan Kaufmann Publishers Inc., 2004.
33. WRIGHT H., BRODLIE K., DAVID T.: Navigating High-Dimensional Spaces to Support Design Steering. In Proc. of the IEEE Conference on Visualization 2000 (2000), pp. 291-296.
34. WEBER G., BREMER P.-T., PASCUCCI V.: Topological Landscapes: A Terrain Metaphor for Scientific Data. IEEE Trans. on Visualization and Computer Graphics 13, 6 (2007), 1416-1423.
35. WIJK J. J. V., LIERE R. V.: HyperSlice: Visualization of Scalar Functions of Many Variables. In Proc. of the IEEE Conference on Visualization 1993 (1993), pp. 119-125.