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Visualization of Uncertainty and Reasoning

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Smart Graphics (SG 2007)

Part of the book series: Lecture Notes in Computer Science ((LNIP,volume 4569))

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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.

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References

  1. Amar, R., Stasko, J.: Knowledge precepts for design and evaluation of information visualizations. Visualization and Computer Graphics, IEEE Trans. on 11(4), 432–442 (2005)

    Article  Google Scholar 

  2. Arnott, D.: Cognitive biases and decision support systems development: a design science approach. Information Systems Journal 16, 55–78 (2006)

    Article  Google Scholar 

  3. 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)

    Article  Google Scholar 

  4. 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)

    Google Scholar 

  5. Dewey, J.: How We Think. Dover Publications (1997)

    Google Scholar 

  6. 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)

    Google Scholar 

  7. 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)

    Article  Google Scholar 

  8. Fischhoff, B.: Debiasing. In: Kahneman, D., et al. (eds.) Judgment under Uncertainty: Heuristics and biases, pp. 422–444. Cambridge University Press, Cambridge (1982)

    Google Scholar 

  9. Fisher, C.W., Kingma, B.R.: Criticality of data quality as exemplified in two disasters. Information and Management 39, 109–116 (2001)

    Article  Google Scholar 

  10. Gershon, N.: Short note: Visualization of an imperfect world. IEEE Computer Graphics and Applications 18(4), 43–45 (1998)

    Article  Google Scholar 

  11. Gigerenzer, G., Hoffrage, U.: How to improve bayesian reasoning without instruction: Frequency formats. Psychological Review 102(4), 648–704 (1995)

    Article  Google Scholar 

  12. 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)

    Article  Google Scholar 

  13. Gigerenzer, G., Czerlinski, J., Marignon, L.: How good are fast and frugal heuristics. In: Gilovich, T., et al. (eds.) Heuristics and Biases: The Psychology of Intuitive Judgment, pp. 559–581. Cambridge University Press, Cambridge (2003)

    Google Scholar 

  14. Griffin, D., Tversky, A.: The weighing of evidence and the determinants of confidence. In: Gilovich, T., et al. (eds.) Heuristics and Biases: The Psychology of Intuitive Judgment, pp. 230–249. Cambridge University Press, Cambridge (2003)

    Google Scholar 

  15. Grigoryan, G., Rheingans, P.: Point-based probabilistic surfaces to show surface uncertainty. IEEE Transactions on Visualization and Computer Graphics 10(5), 564–573 (2004)

    Article  Google Scholar 

  16. 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)

    Google Scholar 

  17. Howell, W.C., Burnett, S.A.: Uncertainty measurement. Organizational Behaviour and Human Performance 22, 45–68 (1978)

    Article  Google Scholar 

  18. CBS Broadcasting Inc. Rewriting the science, visited: April, 2007 (2006), http://www.cbsnews.com/stories/2006/03/17/60minutes/main1415985.shtml

  19. Kahneman, D., Slovic, P., Tversky, A. (eds.): Judgment under Uncertainty: Heuristics and biases. Cambridge University Press, Cambridge (1982)

    Google Scholar 

  20. 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)

    Google Scholar 

  21. Kirschenbaum, S.S., Arruda, J.E.: Effects of graphic and verbal probability information on command decision making. Human Factors 36(3), 406–418 (1994)

    Google Scholar 

  22. Lipshitz, R., Strauss, O.: Coping with uncertainty: A naturalistic decision-making analysis. Organizational Behaviour and Human Decision Processes 69, 149–163 (1997)

    Article  Google Scholar 

  23. MacEachren, A.M.: Visualizing uncertain information. Cartographic Perspective 13, 10–19 (1992)

    Google Scholar 

  24. 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)

    Article  Google Scholar 

  25. Mandel, R.: Perception, Decision Making and Conflict. University Press of America, Washington, D.C (1979)

    Google Scholar 

  26. 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)

    Google Scholar 

  27. Michotte, A.: The Perception of Causality. Methuen, London, Translated by T. Miles and E. Miles (1963)

    Google Scholar 

  28. Newell, A., Simon, H.A.: Human Problem Solving. Prentice-Hall Inc, New Jersey (1972)

    Google Scholar 

  29. Norman, D.A.: Emotional Design: Why We Love (Or Hate) Everyday Things. Basic Books (2003)

    Google Scholar 

  30. 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)

    Google Scholar 

  31. Pang, A.T., Wittenbrink, C.M., Lodha, S.K.: Approaches to uncertainty visualization. The Visual Computer 13(8), 370–390 (1997)

    Article  Google Scholar 

  32. Scaife, M., Rogers, Y.: External cognition: how do graphical representations work? Int. J. Human Computer Studies 45, 185–213 (1996)

    Article  Google Scholar 

  33. Skitka, L.J., Mosier, K.L., Burdick, M.: Does automation bias decision-making? Int. J. Human-Computer Studies 51, 991–1006 (1999)

    Article  Google Scholar 

  34. 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)

    Google Scholar 

  35. 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)

    Article  Google Scholar 

  36. 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)

    Google Scholar 

  37. Stirling, W.C.: Satisficing Games and Decision Making. Cambridge University Press, Cambridge, UK (2003)

    MATH  Google Scholar 

  38. Thomas, J.J., Cook, K.A. (eds.): Illuminating the Path: The Research and Development Agenda for Visual Analytics. IEEE Computer Society Press, Los Alamitos (2005)

    Google Scholar 

  39. Thomson, J., Hetzler, E., MacEachren, A., Gahegan, M., Pavel, M.: A typology for visualizing uncertainty. In: Proc. SPIE & IS&T Conf. Electronic Imaging, vol. 5669: Visualization and Data Analysis 2005, pp. 146–157 (2005)

    Google Scholar 

  40. Tufte, E.R.: Visual Explanations. Graphics Press, Cheshire, CT (1997)

    MATH  Google Scholar 

  41. Tufte, E.R.: Beautiful Evidence. Graphics Press, Cheshire, CT (2006)

    Google Scholar 

  42. 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)

    Google Scholar 

  43. 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)

    Google Scholar 

  44. van Bruggen, J.M., Boshuizen, H.P.A., Kirshner, P.A.: A cognitive framework for cooperative problem solving with argument visualization. In: Kirshner, P.A., et al. (eds.) Visualizating Argumentation: Software Tools for Collaboration and Educational Sense-Making, pp. 25–47. Springer, Heidelberg (2003)

    Google Scholar 

  45. Watkins, E.T.: Improving the analyst and decision-maker’s perspective through uncertainty visualization. Master’s thesis, Air Force Institute of Technology, Wright-Patterson Air Force Base, Ohio (2000)

    Google Scholar 

  46. 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)

    Google Scholar 

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Andreas Butz Brian Fisher Antonio Krüger Patrick Olivier Shigeru Owada

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Zuk, T., Carpendale, S. (2007). Visualization of Uncertainty and Reasoning. In: Butz, A., Fisher, B., Krüger, A., Olivier, P., Owada, S. (eds) Smart Graphics. SG 2007. Lecture Notes in Computer Science, vol 4569. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-73214-3_15

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  • DOI: https://doi.org/10.1007/978-3-540-73214-3_15

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-73213-6

  • Online ISBN: 978-3-540-73214-3

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