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Collective Behaviour in Video Viewing: A Thermodynamic Analysis of Gaze Position
Videos and commercials produced for large audiences can elicit mixed opinions. We wondered whether this diversity is also reflected in the way individuals watch the videos. To answer this question, we presented 65 commercials with high production value to 25 individuals while recording their eye mov...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5207684/ https://www.ncbi.nlm.nih.gov/pubmed/28045963 http://dx.doi.org/10.1371/journal.pone.0168995 |
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author | Burleson-Lesser, Kate Morone, Flaviano DeGuzman, Paul Parra, Lucas C. Makse, Hernán A. |
author_facet | Burleson-Lesser, Kate Morone, Flaviano DeGuzman, Paul Parra, Lucas C. Makse, Hernán A. |
author_sort | Burleson-Lesser, Kate |
collection | PubMed |
description | Videos and commercials produced for large audiences can elicit mixed opinions. We wondered whether this diversity is also reflected in the way individuals watch the videos. To answer this question, we presented 65 commercials with high production value to 25 individuals while recording their eye movements, and asked them to provide preference ratings for each video. We find that gaze positions for the most popular videos are highly correlated. To explain the correlations of eye movements, we model them as “interactions” between individuals. A thermodynamic analysis of these interactions shows that they approach a “critical” point such that any stronger interaction would put all viewers into lock-step and any weaker interaction would fully randomise patterns. At this critical point, groups with similar collective behaviour in viewing patterns emerge while maintaining diversity between groups. Our results suggest that popularity of videos is already evident in the way we look at them, and that we maintain diversity in viewing behaviour even as distinct patterns of groups emerge. Our results can be used to predict popularity of videos and commercials at the population level from the collective behaviour of the eye movements of a few viewers. |
format | Online Article Text |
id | pubmed-5207684 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-52076842017-01-19 Collective Behaviour in Video Viewing: A Thermodynamic Analysis of Gaze Position Burleson-Lesser, Kate Morone, Flaviano DeGuzman, Paul Parra, Lucas C. Makse, Hernán A. PLoS One Research Article Videos and commercials produced for large audiences can elicit mixed opinions. We wondered whether this diversity is also reflected in the way individuals watch the videos. To answer this question, we presented 65 commercials with high production value to 25 individuals while recording their eye movements, and asked them to provide preference ratings for each video. We find that gaze positions for the most popular videos are highly correlated. To explain the correlations of eye movements, we model them as “interactions” between individuals. A thermodynamic analysis of these interactions shows that they approach a “critical” point such that any stronger interaction would put all viewers into lock-step and any weaker interaction would fully randomise patterns. At this critical point, groups with similar collective behaviour in viewing patterns emerge while maintaining diversity between groups. Our results suggest that popularity of videos is already evident in the way we look at them, and that we maintain diversity in viewing behaviour even as distinct patterns of groups emerge. Our results can be used to predict popularity of videos and commercials at the population level from the collective behaviour of the eye movements of a few viewers. Public Library of Science 2017-01-03 /pmc/articles/PMC5207684/ /pubmed/28045963 http://dx.doi.org/10.1371/journal.pone.0168995 Text en © 2017 Burleson-Lesser et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Burleson-Lesser, Kate Morone, Flaviano DeGuzman, Paul Parra, Lucas C. Makse, Hernán A. Collective Behaviour in Video Viewing: A Thermodynamic Analysis of Gaze Position |
title | Collective Behaviour in Video Viewing: A Thermodynamic Analysis of Gaze Position |
title_full | Collective Behaviour in Video Viewing: A Thermodynamic Analysis of Gaze Position |
title_fullStr | Collective Behaviour in Video Viewing: A Thermodynamic Analysis of Gaze Position |
title_full_unstemmed | Collective Behaviour in Video Viewing: A Thermodynamic Analysis of Gaze Position |
title_short | Collective Behaviour in Video Viewing: A Thermodynamic Analysis of Gaze Position |
title_sort | collective behaviour in video viewing: a thermodynamic analysis of gaze position |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5207684/ https://www.ncbi.nlm.nih.gov/pubmed/28045963 http://dx.doi.org/10.1371/journal.pone.0168995 |
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