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Challenges Discussion, Summary, and Future

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Discussion, Summary, and Future Challenges

Michael Burch

Eurographics Tutorial: Eye Tracking Visualization | 05/04/2015 | Zürich, Schweiz

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Taxonomy for Eye Movement Data

Visualization

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 Visualization techniques for

Point-based data

AOI-based data

 Few interactive techniques

 Few spatio-temporal techniques for AOI-based data

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Discussion of Future Research Directions

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 No semantic information

Patterns over time hard to interpret

 Comparison of participants with active stimulus content problematic

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Limitations of Point-Based Methods

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 Few in-context techniques

Loss of mental map

 Scalability

Representation of many AOIs

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Limitations of AOI-Based Methods

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 Participants can influence the stimulus

Web pages

Interactive tools

 How to compare participants?

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Stimuli with Active Content

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 Typically more than one stimulus is shown.

 Eye movements are recorded for each stimulus separately.

 Can we generalize the visual task solution strategies?

 Can we find similar visual task solution strategies in different stimuli?

 Can we combine/aggregate all stimuli of similar characteristics?

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Aggregation of Stimuli

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 How can we build hypotheses about visual task solution strategies?

 How can we confirm or reject them based on numbers not on visually inspecting the visual attention?

 Can we do this automatically without annotating the eye movement data by using semantics of the stimulus?

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Statistical Evaluation of Eye Movement

Data

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 Visualization techniques depend on the analysis task

 Visual Analytics approaches that combine

Multiple Visualizations

Interaction

Statistics

Algorithms

The human user (or more of them)

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The Best Solution

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 Many more eye tracking studies needed

More data sets to experiment with

 Eye tracking devices are expensive

 Results of eye tracking studies in form of a publication cannot be expected before one year

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General Challenges

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Future Challenges

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