Torre Zuk and Sheelagh Carpendale.
Visualization of Uncertainty and Reasoning.
In Proceedings of the 8th International Symposium on Smart Graphics, pp. 164--177, 2007.


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Abstract:

This article gathers and consolidates the issues involved in uncertainty relating to reasoning and analyzes how uncertainty visualizations can support cognitive and meta-cognitive processes. Uncertainty in data is paralleled by uncertainty in reasoning processes, and while uncertainty in data is starting to get some of the visualization research attention it deserves, the uncertainty in the reasoning process is thus far often overlooked. While concurring with the importance of incorporating data uncertainty visualizations, we suggest also developing closely integrated visualizations that provide support for uncertainty in reasoning.

Bibtex:

@InProceedings{  zuk:2007:VUR,
  author = 	 {Torre Zuk and Sheelagh Carpendale},
  title = 	 {Visualization of Uncertainty and Reasoning},
  booktitle =    {Proceedings of the 8th International Symposium on Smart Graphics},
  pages = 	 {164--177},
  year = 	 {2007},
}

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References:


Robert A. Amar , John T. Stasko, Knowledge Precepts for Design and Evaluation of Information Visualizations, IEEE Transactions on Visualization and Computer Graphics, v.11 n.4, p.432-442, July 2005 [doi>10.1109/TVCG.2005.63]
Arnott, D.: Cognitive biases and decision support systems development: a design science approach. Information Systems Journal 16, 55-78 (2006).
Cohen, M.S., Freeman, J.T., Wolf, S.: Metarecognition in time-stressed decision making: Recognizing, critiquing, and correcting. Human Factors 38(2), 206-219 (1996).
Cohen, M.S., Parasuraman, R., Freeman, J.T.: Trust in decision aids: A model and its training implications. In: Proceedings 1998 Command and Control Research and Technology Symposium (1998).
Deway, J.: How We Think. Dover Publications (1997).
Edwards, W.: Conservatism in human information processing. In: Kahneman, D., Slovic, P., Tversky, A (eds.) Judgment under Uncertainty: Heuristics and biases, pp. 359-369. Cambridge University Press, Cambridge (1982).
Finger, R., Bisantz, A.M.: Utilizing graphical formats to convey uncertainty in a decision making task. Theoretical Issues in Ergonomics Science 3(1), 1-25 (2002).
Debiasing, B.F.: In: D. Kahneman et al editor, Judgement under Uncertainty: Heuristics and biases, pp. 422-444. Cambridge University Press, Cambridge (1982).
Craig W. Fisher , Bruce R. Kingma, Criticality of data quality as exemplified in two disasters, Information and Management, v.39 n.2, p.109-116, December 2001 [doi>10.1016/S0378-7206(01)00083-0]
Nahum Gershon, Visualization of an Imperfect World, IEEE Computer Graphics and Applications, v.18 n.4, p.43-45, July 1998 [doi>10.1109/38.689662]
Gigerenzer, G., Hoffrage, U.: How to improve bayesian reasoning without instruction: Frequency formats. Psychological Review 102(4), 648-704 (1995).
Gigerenzer, G., Hoffrage, U.: Overcoming difficulties in bayesian reasoning: A reply to Lewis and Keren (1999) and Mellers and McGraw (1999). Psychological Review 106(2), 425-430 (1999).
Gigerenzer, G., Czerlinski, J., Marignon, L.: How good are fast and frugal heuristics. In: Gilovich, T., et al.(ed.) Heuristics and Biases: The Psychology of Intuitive Judgment, pp. 559-581. Cambridge University Press, Cambridge (2003).
Griffin, D., Tversky, A.: The weighing of evidence and the determinants of confidence. In: Gilovich, T., et al. (ed.) Heuristics and Biases: The Psychology of Intuitive Judgment, pp. 230-249. Cambridge University Press, Cambridge (2003).
Gevorg Grigoryan , Penny Rheingans, Point-Based Probabilistic Surfaces to Show Surface Uncertainty, IEEE Transactions on Visualization and Computer Graphics, v.10 n.5, p.564-573, September 2004 [doi>10.1109/TVCG.2004.30]
Hepting, D.H.: Towards a visual interface for information visualization. In: Information Visualisation, 2002. Proc. Sixth International Conference on, pp. 295-302. IEEE Computer Society Press, Los Alamitos (2002).
Howell, W.C., Burnett, S.A.: Uncertainty measurement. Organizational Behaviour and Human Performance 22, 45-68 (1978).
C.B.S. Broadcasting Inc.: Rewriting the science. 2006. (visited April 2007) http://www. cbsnews.com/stories/2006/03/17/60minutes/main1415985.shtml
Kahneman, D., Slovic, P., Tversky, A. (eds.): Judgment under Uncertainty: Heuristics and biases. Cambridge University Press, Cambridge (1982).
Kahneman, D., Miller, D.T.: Norm theory: Comparing reality to its alternatives. In: Gilovich, T., Griffin, D., Kahneman, D. (eds.) Heuristics and Biases: The Psychology of Intuitive Judgment, pp. 348-366. Cambridge University Press, Cambridge (2003).
Kirschenbaum, S.S, Arruda, J.E.: Effects of graphic and verbal probability information on command decision making. Human Factors 36(3), 406-418 (1994).
Lipshitz, R., Strauss, O.: Coping with uncertainty: A naturalistic decision-making analysis. Organizational Behaviour and Human Decision Processes 69, 149-163 (1997).
MacEachren, A.M: Visualizing uncertain information. Cartographic Perspective 13, 10-19 (1992).
MacEachren, A.M., Robinson, A., Hopper, S., Gardner, S., Murray, R.: Visualizing geospatial information uncertainty: What we know and what we need to know. Cartography and Geographic Information Science 32(3), 139-160 (2005).
Mandel, R.: Perception, Decision Making and Conflict. University Press of America, Washington, D.C. (1979).
Masalonis, A., Mulgund, S., Song, L., Wanke, C., Zobell, S.: Using probabilistic demand prediction for traffic flow management decision support. In: Proceedings of the 2004 AIAA Guidance, Navigation, and Control Conference. American Institute of Aeronautics and Astronautics (2004).
Michotte, A.: The Perception of Causality. Methuen, London, Translated by T. Miles and E. Miles (1963).
Allen Newell, Human Problem Solving, Prentice-Hall, Inc., Upper Saddle River, NJ, 1972
Norman, D.A.: Emotional Design: Why We Love (Or Hate) Everyday Things. Basic Books (2003).
Novick, L.R., Bassok, M.: Problem solving. In Holyoak, K.J., Morrison, R.G. (eds.) The Cambridge Handbook of Thinking and Reasoning, pp. 321-349. Cambridge University Press, Cambridge (2005).
Pang, A.T., Wittenbrink, C.M., Lodha, S.K.: Approaches to uncertainty visualization. The Visual Computer 13(8), 370-390 (1997).
Mike Scaife , Yvonne Rogers, External cognition: how do graphical representations work?, International Journal of Human-Computer Studies, v.45 n.2, p.185-213, Aug. 1996 [doi>10.1006/ijhc.1996.0048]
Linda J. Skitka , Kathleen L. Mosier , Mark Burdick, Does automation bias decision-making?, International Journal of Human-Computer Studies, v.51 n.5, p.991-1006, Nov. 1999 [doi>10.1006/ijhc.1999.0252]
Sloman, S.A.: Two systems of reasoning. In: Gilovich, T., Griffin, D., Kahneman, D. (eds.) Heuristics and Biases: The Psychology of Intuitive Judgment, pp. 379-396. Cambridge University Press, Cambridge (2003).
Sloman, S.A., Over, D., Slovak, L., Stibel, J.M.: Frequency illusions and other fallacies. Organizational Behaviour and Human Decision Processes 91, 296-309 (2003).
Slovic, P., Finucane, M., Peters, E., MacGregor, D.G.: The affect heuristic. In: Gilovich, T., Griffin, D., Kahneman, D. (eds.) Heuristics and Biases: The Psychology of Intuitive Judgment, pp. 397-420. Cambridge University Press, Cambridge (2003).
Wynn C. Stirling, Satisficing Games and Decision Making: With Applications to Engineering and Computer Science, Cambridge University Press, New York, NY, 2003
Thomas J.J., Cook, K.A. (eds.): Illuminating the Path: The Research and Development Agenda for Visual Analytics. IEEE Computer Society (2005).
Thomson, J., Hetzler, E., MacEachren, A., Gahegan, M., Pavel, M.: A typology for visualizing uncertainty. In: Proc. SPIE & IS&T Conf. Electronic Imaging. Visualization and Data Analysis 2005, vol. 5669, pp. 146-157 (2005).
Tufte, E.R.: Visual Explanations. Graphics Press, Cheshire, CT (1997).
Edward R. Tufte, Beautiful Evidence, Graphis Pr, 2006
Turpin, M., du Plooy, N.: Decision-making biases and information systems. In: Decision Support in an Uncertain and Complex World: The IFIP TC8/WG8.3 International Conference 2004, pp. 782-792 (2004).
Tversky, A., Kahneman, D.: Causal schemas in judgements of uncertainty. In: Gilovich, T., Griffin, D., Kahneman, D. (eds.) Heuristics and Biases: The Psychology of Intuitive Judgment, Cambridge University Press, Cambridge (2003).
Jan M. van Bruggen , Henny P. A. Boshuizen , Paul A. Kirschner, A cognitive framework for cooperative problem solving with argument visualization, Visualizing argumentation: software tools for collaborative and educational sense-making, Springer-Verlag, London, 2003
Watkins, E.T.: Improving the analyst and decision-maker's perspective through uncertainty visualization. In: Master's thesis, Air Force Institute of Technology, Wright-Patterson Air Force Base, Ohio (2000).
Zuk, T., Carpendale, M.S.T., Glanzman, W.D.: Visualizing temporal uncertainty in 3D virtual reconstructions. In Proc. of the 6th International Symposium on Virtual Reality, Archaeology and Cultural Heritage (VAST 2005), pp. 99-106 (2005).