Projects per year
Abstract
This paper presents a pilot study on the recognition of user preference, manifested as the choice between items, using eye movements. Recently, there have been empirical studies demonstrating user task decoding from eye movements. Such studies promote eye movement signal as a courier of user cognitive state rather than a simple interaction utility, supporting the use of eye movements in demanding cognitive tasks as an implicit cue, obtained unobtrusively. Even though eye movements have been already employed in human-computer interaction (HCI) for a variety of tasks, to the best of our knowledge, they have not been evaluated for personalized preference recognition during visualization comparison. To summarize the contribution, we investigate: “How well do eye movements disclose the user’s preference?” To this end, we build a pilot experiment enforcing high-level cognitive load for the users and record their eye movements and preference choices, asserted explicitly. We then employ Gaussian processes along with other classifiers in order to predict the users’ choices from the eye movements. Our study supports further investigation of the observer preference prediction from eye movements.
Original language | English |
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Title of host publication | Advances in Visual Computing |
Subtitle of host publication | 12th International Symposium, ISVC 2016, Las Vegas, NV, USA, December 12-14, 2016, Proceedings, Part II |
Pages | 576-585 |
ISBN (Electronic) | 978-3-319-50832-0 |
DOIs | |
Publication status | Published - 2016 |
MoE publication type | A4 Article in a conference publication |
Event | International Symposium on Visual Computing - Las Vegas, United States Duration: 12 Dec 2016 → 14 Dec 2016 Conference number: 12 |
Publication series
Name | Lecture Notes in Computer Science |
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Publisher | Springer |
Volume | 10073 |
ISSN (Print) | 0302-9743 |
Conference
Conference | International Symposium on Visual Computing |
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Abbreviated title | ISVC |
Country | United States |
City | Las Vegas |
Period | 12/12/2016 → 14/12/2016 |
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Projects
- 1 Finished
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Finnish centre of excellence in computational inference research
Xu, Y., Pesonen, H., Rintanen, J., Kaski, S., Anwer, R., Parviainen, P., Soare, M., Weinzierl, A. & Vuollekoski, H.
01/01/2015 → 31/12/2017
Project: Academy of Finland: Other research funding