An agent-based model of collective emotions in online communities

被引:83
作者
Schweitzer, F. [1 ]
Garcia, D. [1 ]
机构
[1] Swiss Fed Inst Technol, Chair Syst Design, CH-8032 Zurich, Switzerland
关键词
COMMUNICATION;
D O I
10.1140/epjb/e2010-00292-1
中图分类号
O469 [凝聚态物理学];
学科分类号
070205 ;
摘要
We develop an agent-based framework to model the emergence of collective emotions, which is applied to online communities. Agent's individual emotions are described by their valence and arousal. Using the concept of Brownian agents, these variables change according to a stochastic dynamics, which also considers the feedback from online communication. Agents generate emotional information, which is stored and distributed in a field modeling the online medium. This field affects the emotional states of agents in a non-linear manner. We derive conditions for the emergence of collective emotions, observable in a bimodal valence distribution. Dependent on a saturated or a superlinear feedback between the information field and the agent's arousal, we further identify scenarios where collective emotions only appear once or in a repeated manner. The analytical results are illustrated by agent-based computer simulations. Our framework provides testable hypotheses about the emergence of collective emotions, which can be verified by data from online communities.
引用
收藏
页码:533 / 545
页数:13
相关论文
共 30 条
  • [1] White supremacsts, oppositional culture and the world wide web
    Adams, J
    Roscigno, VJ
    [J]. SOCIAL FORCES, 2005, 84 (02) : 759 - 778
  • [2] [Anonymous], 2004, Cognitive Systems Research
  • [3] Collective emotions in conflict situations: Societal implications
    Bar-Tal, Daniel
    Halperin, Eran
    de Rivera, Joseph
    [J]. JOURNAL OF SOCIAL ISSUES, 2007, 63 (02) : 441 - 460
  • [4] The structure of current affect: Controversies and emerging consensus
    Barrett, LF
    Russell, AA
    [J]. CURRENT DIRECTIONS IN PSYCHOLOGICAL SCIENCE, 1999, 8 (01) : 10 - 14
  • [5] Natural selective attention: Orienting and emotion
    Bradley, Margaret M.
    [J]. PSYCHOPHYSIOLOGY, 2009, 46 (01) : 1 - 11
  • [6] FLOW OF EMOTIONAL MESSAGES IN ARTIFICIAL SOCIAL NETWORKS
    Chmiel, Anna
    Holyst, Janusz A.
    [J]. INTERNATIONAL JOURNAL OF MODERN PHYSICS C, 2010, 21 (05): : 593 - 602
  • [7] Emotional Agents at the Square Lattice
    Czaplicka, A.
    Chmiel, A.
    Holyst, J. A.
    [J]. ACTA PHYSICA POLONICA A, 2010, 117 (04) : 688 - 694
  • [8] de Melo CM, 2009, LECT NOTES ARTIF INT, V5773, P301, DOI 10.1007/978-3-642-04380-2_32
  • [9] Social implications of the Internet
    DiMaggio, P
    Hargittai, E
    Neuman, WR
    Robinson, JP
    [J]. ANNUAL REVIEW OF SOCIOLOGY, 2001, 27 : 307 - 336
  • [10] Measuring the Happiness of Large-Scale Written Expression: Songs, Blogs, and Presidents
    Dodds, Peter Sheridan
    Danforth, Christopher M.
    [J]. JOURNAL OF HAPPINESS STUDIES, 2010, 11 (04) : 441 - 456