An Agent-Based Modeling Framework for Online Collective Emotions

@inproceedings{Garca2017AnAM,
  title={An Agent-Based Modeling Framework for Online Collective Emotions},
  author={David Garc{\'i}a and Antonios Garas and Frank Schweitzer},
  year={2017}
}
Online communication takes a variety of shapes in the different technological media that allow users interact with each other, with their friends, or with arbitrarily large groups. These serve as breeding grounds for collective emotions, in which large amounts of users share emotional states through time. We present our modeling framework for collective emotions in online communities, which can be adapted for the different kinds of online interaction present in the cyberspace. This framework… 
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References

SHOWING 1-10 OF 32 REFERENCES

An agent-based model of collective emotions in online communities

TLDR
This framework provides testable hypotheses about the emergence of collective emotions, which can be verified by data from online communities, and identifies scenarios where collective emotions only appear once or in a repeated manner.

Collective Emotions Online and Their Influence on Community Life

TLDR
The results prove that collective emotional states can be created and modulated via Internet communication and that emotional expressiveness is the fuel that sustains some e-communities.

Emotions in Product Reviews--Empirics and Models

  • David GarcíaF. Schweitzer
  • Business
    2011 IEEE Third Int'l Conference on Privacy, Security, Risk and Trust and 2011 IEEE Third Int'l Conference on Social Computing
  • 2011
TLDR
An agent-based model of the users of product review communities is defined using a modeling framework for online emotions and can reproduce the scenarios of response to external influences, as well as some properties of the distributions of positive and negative emotions expressed in product reviews.

MODELING OF INTERNET INFLUENCE ON GROUP EMOTION

Long-range interactions are introduced to a two-dimensional model of agents with time-dependent internal variables ei 1⁄4 0; 1 corresponding to valencies of agent emotions. E®ects of spontaneous

Emotional persistence in online chatting communities

TLDR
An agent-based model of emotional interaction is provided, which recovers qualitatively both the activity patterns in chatrooms and the emotional persistence of users and channels, and allows to test different hypothesis regarding their emotional impact in online communication.

Happiness Is Assortative in Online Social Networks

TLDR
It is shown that the general happiness, or subjective well-being, of Twitter users, as measured from a 6-month record of their individual tweets, is indeed assortative across the Twitter social network.

Sentiment cascades in the 15M movement

TLDR
This work performs the first large scale test of theories on collective emotions and social interaction in collective actions of the 15M movement in Spain, and shows that non-rational factors play a role in the formation and activity of social movements through online media, having important consequences for viral spreading.

Docking agent-based simulation of collective emotion to equation-based models and interactive agents

TLDR
This paper considers the relation to mathematical models developed in parallel as well as the use of the simulation as decision support for interactive conversational systems and shows how both of these 'docking' attempts inform the simulation design and contribute to it.

Agent-Based Modeling: A New Approach for Theory Building in Social Psychology

  • Eliot R. SmithF. Conrey
  • Psychology
    Personality and social psychology review : an official journal of the Society for Personality and Social Psychology, Inc
  • 2007
TLDR
The authors believe that the ABM approach is better able than prevailing approaches in the field, variable-based modeling (VBM) techniques such as causal modeling, to capture types of complex, dynamic, interactive processes so important in the social world.