Collective Behaviour in Video Viewing: A Thermodynamic Analysis of Gaze Position

被引:10
作者
Burleson-Lesser, Kate [1 ,2 ]
Morone, Flaviano [1 ,2 ]
DeGuzman, Paul [3 ]
Parra, Lucas C. [4 ]
Makse, Heirnan A. [1 ,2 ]
机构
[1] CUNY City Coll, Levich Inst, New York, NY 10031 USA
[2] CUNY City Coll, Dept Phys, New York, NY 10031 USA
[3] Neuromatters LLC, New York, NY USA
[4] CUNY City Coll, Dept Biomed Engn, New York, NY USA
来源
PLOS ONE | 2017年 / 12卷 / 01期
基金
美国国家科学基金会; 美国国家卫生研究院;
关键词
COMMUNITY STRUCTURE; BRAIN ACTIVITY;
D O I
10.1371/journal.pone.0168995
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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.
引用
收藏
页数:19
相关论文
共 34 条
[1]   Distinguishing influence-based contagion from homophily-driven diffusion in dynamic networks [J].
Aral, Sinan ;
Muchnik, Lev ;
Sundararajan, Arun .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2009, 106 (51) :21544-21549
[2]   Analysis of the structure of complex networks at different resolution levels [J].
Arenas, A. ;
Fernandez, A. ;
Gomez, S. .
NEW JOURNAL OF PHYSICS, 2008, 10
[3]  
Armel K.C., 2003, Judgment and Decision Making, V3, P396
[4]   Statistical mechanics for natural flocks of birds [J].
Bialek, William ;
Cavagna, Andrea ;
Giardina, Irene ;
Mora, Thierry ;
Silvestri, Edmondo ;
Viale, Massimiliano ;
Walczak, Aleksandra M. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2012, 109 (13) :4786-4791
[5]   Scale-free correlations in starling flocks [J].
Cavagna, Andrea ;
Cimarelli, Alessio ;
Giardina, Irene ;
Parisi, Giorgio ;
Santagati, Raffaele ;
Stefanini, Fabio ;
Viale, Massimiliano .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2010, 107 (26) :11865-11870
[6]  
Chaikin P. M., 2000, Principles of Condensed Matter Physics
[7]   It depends on how you look at it: Scanpath comparison in multiple dimensions with MultiMatch, a vector-based approach [J].
Dewhurst, Richard ;
Nystrom, Marcus ;
Jarodzka, Halszka ;
Foulsham, Tom ;
Johansson, Roger ;
Holmqvist, Kenneth .
BEHAVIOR RESEARCH METHODS, 2012, 44 (04) :1079-1100
[8]   Audience preferences are predicted by temporal reliability of neural processing [J].
Dmochowski, Jacek P. ;
Bezdek, Matthew A. ;
Abelson, Brian P. ;
Johnson, John S. ;
Schumacher, Eric H. ;
Parra, Lucas C. .
NATURE COMMUNICATIONS, 2014, 5
[9]   Correlated components of ongoing EEG point to emotionally laden attention - a possible marker of engagement? [J].
Dmochowski, Jacek P. ;
Sajda, Paul ;
Dias, Joao ;
Parra, Lucas C. .
FRONTIERS IN HUMAN NEUROSCIENCE, 2012, 6
[10]   Variability of eye movements when viewing dynamic natural scenes [J].
Dorr, Michael ;
Martinetz, Thomas ;
Gegenfurtner, Karl R. ;
Barth, Erhardt .
JOURNAL OF VISION, 2010, 10 (10)