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Problematics of Information Visualization. Kyle Thompson. PSYCHOPHYSICS!!. fMRI !. Perception Systems!. OPPONENT PROCESS THEORY!. HEGEL!. What is Information Visualization?.
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Problematics of Information Visualization Kyle Thompson
What is Information Visualization? • “Until recently the term visualization meant constructing a visual image in the mind…It has now come to mean something more like a graphical representation of data or concepts. Thus, from being an internal construct of the mind, a visualization has become an external artifact supporting decision making.” (Ware 2).
“The critical question is how best to transform the data into something that people can understand for optimal decision making” (Ware 5).
Sensory versus Arbitrary • The basis for Information Visualization research • Some signs are arbitrary, some have meanings that can be interpreted by the senses alone • Most are a combination of the two • Information Visualization tries to discover positive knowledge about sensory symbols and how they are perceived
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“The lines that connect the various components, for example, are a notation that is easy to read, because the visual cortex of the brain contains mechanisms specifically designed to seek out continuous contours” (Ware 10).
“Sensory aspects of visualizations derive their expressive power from being well designed to stimulate the visual sensory system. In contrast, arbitrary, conventional aspects of visualizations derive their power from how well they are learned” (Ware 12).
“Sensory and arbitrary representations differ radicallyin the ways they should be studied. In the former case, we can apply the full rigor of the experimental techniques developed by sensory neuroscience, while in the latter case visualizations and visual symbols can best be studied with the very different interpretive methodology, derived from the structuralist social sciences” (ibid).
“With sensory representations, we can also make claims that transcend cultural and racial boundaries. Claims based on a generalized perceptual processing system will apply to all humans, with obvious exceptions such as color blindness” (ibid)
Research Goals • Uncover fundamental truths and test theories • Discover the nature of the world • Ascertain if an existing theory generalizes to practice • Make an objective comparison between two or more display methods • Make an objective comparison between two or more display systems • Measure task performance • Ascertain user preference for different display methods • (Ware 394)
If we accept the distinction between sensory and arbitrary codes, we nevertheless must recognize that most visualizations are hybrids. In the obvious case, they may contain both pictures and words. But in many cases, the sensory and arbitrary aspects of a representation are much more difficult to tease apart. There is an intricate interweaving of learned conventions and hardwired processing(Ware 13).
Naturwissenschaften • Geisteswissenschaften • Erklären (explanation) • Verstehen (understanding)
Implications for Design • Visual task analysis • Determine the set of visual queries to be supported • Use color, form, and space to efficiently serve those queries. • Skilled graphic designers already do this intuitively • Art: the goals are frequently the opposite of clarity, but rather beauty, visual impact, or an investigation of a new vocabulary of expression