Supporting Exploration of Eye Tracking Data
| Autor: | Matthew Cooper, Camilla Forsell, Katerina Vrotsou, Prithiviraj K. Muthumanickam, Jimmy Johansson |
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| Rok vydání: | 2016 |
| Předmět: |
Temporal clustering
Visual analytics Data exploration Computer science business.industry 05 social sciences Pattern analysis 020207 software engineering 02 engineering and technology Area of interest 050105 experimental psychology Visualization Temporal database 0202 electrical engineering electronic engineering information engineering Eye tracking 0501 psychology and cognitive sciences Computer vision Artificial intelligence business |
| Zdroj: | BELIV |
| Popis: | Visual analytics of eye tracking data is a common tool for evaluation studies across diverse fields. In this position paper we propose a novel user-driven interactive data exploration tool for understanding the characteristics of eye gaze movements and the changes in these behaviours over time. Eye tracking experiments generate multidimensional scan path data with sequential information. Many mathematical methods in the past have analysed one or a few of the attributes of the scan path data and derived attributes such as Area of Interest (AoI), statistical measures, geometry, domain specific features etc. In our work we are interested in visual analytics of one of the derived attributes of sequential data-the: AoI and the sequences of visits to these AoIs over time. In the case of static stimuli, such as images, or dynamic stimuli, like videos, having predefined or fixed AoIs is not an efficient way of analysing scan path patterns. The AoI of a user over a stimulus may evolve over time and hence determining the AoIs dynamically through temporal clustering could be a better method for analysing the eye gaze patterns. In this work we primarily focus on the challenges in analysis and visualization of the temporal evolution of AoIs. This paper discusses the existing methods, their shortcomings and scope for improvement by adopting visual analytics methods for event-based temporal data to the analysis of eye tracking data. |
| Databáze: | OpenAIRE |
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