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The Perception of Visual UncertaintyRepresentation by Non-Experts
- Source :
- IEEE Transactions on Visualization and Computer Graphics. 20:935-943
- Publication Year :
- 2014
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2014.
-
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.
- Subjects :
- Information retrieval
Point (typography)
business.industry
Computer science
media_common.quotation_subject
Computer Graphics and Computer-Aided Design
Visualization
Normal distribution
Information visualization
Data visualization
Perception
Signal Processing
Computer Vision and Pattern Recognition
business
Representation (mathematics)
Spatial analysis
Software
media_common
Cognitive psychology
Subjects
Details
- ISSN :
- 10772626
- Volume :
- 20
- Database :
- OpenAIRE
- Journal :
- IEEE Transactions on Visualization and Computer Graphics
- Accession number :
- edsair.doi.dedup.....43532101963c9eee6f5bc2dbb0dca10c
- Full Text :
- https://doi.org/10.1109/tvcg.2013.247