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Facilitating the Analysis of Immunological Data with Visual Analytic Techniques
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A Holey Perspective on Venn Diagrams.

Anna N Bartel1,2, Kevin J Lande3,4, Joris Roos5,6

  • 1Department of Psychology, University of Wisconsin-Madison.

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People expect "holes" in Venn diagrams to represent non-existence, not shading. This "hole hypothesis" guides interpretation of visual features in information visualizations.

Keywords:
Configural processingDiagramsInformation visualizationPerceptual organizationVisual reasoning

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Area of Science:

  • Cognitive Psychology
  • Information Visualization
  • Human-Computer Interaction

Background:

  • Observers form expectations about how visual features map to concepts, known as inferred mappings.
  • Previous research identified inferred mappings for colormap data visualizations.
  • Venn diagrams present a unique case due to potentially counterintuitive established conventions.

Purpose of the Study:

  • To investigate if inferred mappings for colormaps generalize to Venn diagrams.
  • To test the "hole hypothesis" regarding the interpretation of non-existence in Venn diagrams.
  • To understand the role of perceptual properties in interpreting visual features.

Main Methods:

  • Three experiments were conducted to test the "hole hypothesis".
  • The study examined how observers interpret shaded regions versus "hole-like" regions in Venn diagrams.
  • Perceptual properties of the diagram and its background were analyzed.

Main Results:

  • Results supported the "hole hypothesis".
  • Observers expect regions appearing as holes to signify non-existence.
  • The interpretation of visual features in Venn diagrams is influenced by configural processing.

Conclusions:

  • Established conventions for Venn diagrams may be counterintuitive.
  • Perceptual properties significantly impact the interpretation of visual features.
  • Configural processing is crucial for understanding inferred mappings in information visualizations.