Preliminary studies on personalized preference prediction from gaze in comparing visualizations

Tutkimustuotos: Artikkeli kirjassa/konferenssijulkaisussaConference contributionScientificvertaisarvioitu

2 Sitaatiot (Scopus)

Abstrakti

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.
AlkuperäiskieliEnglanti
OtsikkoAdvances in Visual Computing
Alaotsikko12th International Symposium, ISVC 2016, Las Vegas, NV, USA, December 12-14, 2016, Proceedings, Part II
Sivut576-585
ISBN (elektroninen)978-3-319-50832-0
DOI - pysyväislinkit
TilaJulkaistu - 2016
OKM-julkaisutyyppiA4 Artikkeli konferenssijulkaisuussa
TapahtumaInternational Symposium on Visual Computing - Las Vegas, Yhdysvallat
Kesto: 12 joulukuuta 201614 joulukuuta 2016
Konferenssinumero: 12

Julkaisusarja

NimiLecture Notes in Computer Science
KustantajaSpringer
Vuosikerta10073
ISSN (painettu)0302-9743

Conference

ConferenceInternational Symposium on Visual Computing
LyhennettäISVC
MaaYhdysvallat
KaupunkiLas Vegas
Ajanjakso12/12/201614/12/2016

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