Abstract.
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.
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References
J. Lorenz, S. Battiston, F. Schweitzer, Eur. Phys. J. B 71, 441 (2009)
D. Bar-Tal, E. Halperin, J. de Rivera, J. Soc. Issues 63, 441 (2007)
K.R. Scherer, T. Wranik, J. Sangsue, V. Tran, U. Scherer, Trends and developments: Research on Emotions 43, 499 (2004)
J.A. Russell, J. Pers. Soc. Psychol. 39, 1161 (1980)
L.F. Barrett, J.A. Russell, Current Directions in Psychological Science 8, 10 (1999)
M. Yik, J. Russell, L.F. Barret, J. Pers. Soc. Psychol. 77, 600 (1999)
Appraisal processes in emotion: theory, methods, research, edited by K.R. Scherer, A. Schorr, T. Johnstone (Oxford University Press, 2001)
J. Gratch, S. Marsella, Cognitive Systems Research 5, 269 (2004)
J. Gratch, S. Marsella, N. Wang, B. Stankovic, International Conference on Affective Computing and Intelligent Interaction (2009)
C.M. de Melo, L. Zheng, J. Gratch, Intelligent Virtual Agents, 5773, 301 (2009)
C.M. Jones, T. Troen, in OZCHI ’07: Proceedings of the 19th Australasian conference on Computer-Human Interaction (ACM, 2007), p. 191, ISBN 978-1-59593-872-5
P. Sobkowicz, A. Sobkowicz, Eur. Phys. J. B 73, 633 (2010)
R. Prabowo, M. Thelwall, Journal of Informetrics 3, 143 (2009), ISSN 1751-1577
M. Thelwall, D. Wilkinson, S. Uppal, J. Am. Soc. Inf. Sci. Technol. 61, 190 (2010)
F. Schweitzer, J. Holyst, Eur. Phys. J. B 15, 723 (2000)
F. Schweitzer, Brownian Agents and Active Particles. Collective Dynamics in the Natural and Social Sciences (Springer, Berlin, 2003), with a foreword by J.D. Farmer
A. Flache, Analyse & Kritik 26, 258 (2004)
P.S. Dodds, C.M. Danforth, Journal of Happiness Studies, 11, 441 (2009)
M. Mitrović, B. Tadić, Eur. Phys. J. B 73, 293 (2010)
A. Chmiel, J.A. Holyst, Int. J. Mod. Phys. C 21, 593 (2010)
K. Sassenberg, M. Boos, Group Process. Intergroup Relat. 6, 405 (2003)
P. DiMaggio, E. Hargittai, W.R. Neuman, J.P. Robinson, Annu. Rev. Soc. 27, 307 (2001)
J. Adams, V.J. Roscigno, Soc. Forces 84, 759 (2005)
L. Gianotti, P. Faber, M. Schuler, R. Pascual-Marqui, K. Kochi, D. Lehmann, Brain Topogr. 20, 143 (2008)
M.M. Bradley, Psychophysiology 46, 1 (2009)
M. Granovetter, Am. J. Soc. 83, 1420 (1978)
J. Lorenz, Eur. Phys. J. B 71, 251 (2009)
D. Garcia, F. Schweitzer, Emotions in product reviews – Empirics and models, to be submitted
S. Rank, Docking Agent-based Simulation of Collective Emotion to Equation-based Models and Interactive Agents, in Proceedings of Agent-Directed Simulation Symposium, 2010 Spring Simulation Conference (2010), pp. 82–89
A. Czaplicka, A. Chmiel, J.A. Holyst, Acta Physica Polonica A 117, 688 (2010)
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Schweitzer, F., Garcia, D. An agent-based model of collective emotions in online communities. Eur. Phys. J. B 77, 533–545 (2010). https://doi.org/10.1140/epjb/e2010-00292-1
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DOI: https://doi.org/10.1140/epjb/e2010-00292-1