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Modeling collective emotions in online social systems

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2014

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Garas, Antonios
Schweitzer, Frank

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https://doi.org/10.1093/acprof:oso/9780199659180.003.0026
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VON SCHEVE, Christian, ed., Mikko SALMELA, ed.. Collective emotions : perspectives from psychology, philosophy, and sociology. 1. ed.. Oxford: Oxford University Press, 2014, pp. 389-406. ISBN 978-0-19-965918-0. Available under: doi: 10.1093/acprof:oso/9780199659180.003.0026

Zusammenfassung

Collective emotions in online social systems emerge through the interaction of thousands of Internet users. Their digital traces, i.e., the messages posted in chatrooms, fora, or product review communities, can be analyzed by means of statistical methods and sentiment detection, to reveal patterns in their online activity and emotional expressions. These findings are reproduced by agent-based models, in which agents’ emotional states are characterized by their individual valence (pleasantness or unpleasantness) and their arousal (the activity level associated with the emotion). Both variables change according to a stochastic dynamics, which follows the concept of Brownian agents. Regarding the emotional influence, different hypotheses about the agents’ responses to emotional information provided through the online medium are tested in this chapter. The chapter outlines the authors’ general framework of emotional communication, applying it to model emotional influence in product reviews communities and chatrooms. Further comments on the baseline of emotional expressions in text, and on the sharing of messages dependent on their emotional content are presented.

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320 Politik

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collective emotions, modeling framework, online social systems

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ISO 690GARCIA, David, Antonios GARAS, Frank SCHWEITZER, 2014. Modeling collective emotions in online social systems. In: VON SCHEVE, Christian, ed., Mikko SALMELA, ed.. Collective emotions : perspectives from psychology, philosophy, and sociology. 1. ed.. Oxford: Oxford University Press, 2014, pp. 389-406. ISBN 978-0-19-965918-0. Available under: doi: 10.1093/acprof:oso/9780199659180.003.0026
BibTex
@incollection{Garcia2014Model-66069,
  year={2014},
  doi={10.1093/acprof:oso/9780199659180.003.0026},
  title={Modeling collective emotions in online social systems},
  edition={1. ed.},
  isbn={978-0-19-965918-0},
  publisher={Oxford University Press},
  address={Oxford},
  booktitle={Collective emotions : perspectives from psychology, philosophy, and sociology},
  pages={389--406},
  editor={von Scheve, Christian and Salmela, Mikko},
  author={Garcia, David and Garas, Antonios and Schweitzer, Frank}
}
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