• DocumentCode
    78610
  • Title

    The Perception of Visual UncertaintyRepresentation by Non-Experts

  • Author

    Tak, Susanne ; Toet, Alexander ; van Erp, Jan

  • Author_Institution
    Freudenthal Inst. for Sci. & Math. Educ., Univ. of Utrecht, Utrecht, Netherlands
  • Volume
    20
  • Issue
    6
  • fYear
    2014
  • fDate
    Jun-14
  • Firstpage
    935
  • Lastpage
    943
  • Abstract
    We tested how non-experts judge point probability for seven different visual representations of uncertainty, using a case from an unfamiliar domain. Participants (n = 140) rated the probability that the boundary between two earth layers passed through a given point, for seven different visualizations of the positional uncertainty of the boundary. For all types of visualizations, most observers appear to construct an internal model of the uncertainty distribution that closely resembles a normal distribution. However, the visual form of the uncertainty range (i.e., the visualization type) affects this internal model and the internal model relates to participants´ numeracy. We conclude that perceived certainty is affected by its visual representation. In a follow-up experiment we found no indications that the absence (or presence) of a prominent center line in the visualization affects the internal model. We discuss if and how our results inform which visual representation is most suitable for representing uncertainty and make suggestions for future work.
  • Keywords
    data visualisation; probability; earth layers; internal model; nonexperts; normal distribution; point probability; prominent center line; uncertainty distribution; visual uncertainty representation; Bars; Computational modeling; Data visualization; Image color analysis; Labeling; Uncertainty; Visualization; Uncertainty visualization; non-expert audiences; spatial data; user study;
  • fLanguage
    English
  • Journal_Title
    Visualization and Computer Graphics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1077-2626
  • Type

    jour

  • DOI
    10.1109/TVCG.2013.247
  • Filename
    6654171