• DocumentCode
    632475
  • Title

    A framework for computing crowd emotions using agent based modeling

  • Author

    Popescu, Mihail ; Keller, James M. ; Zare, Alina

  • Author_Institution
    Electr. & Comput. Eng. Dept., Univ. of Missouri, Columbia, MO, USA
  • fYear
    2013
  • fDate
    16-19 April 2013
  • Firstpage
    25
  • Lastpage
    31
  • Abstract
    We present a computational framework for modeling geospatial dynamics of crowd emotions as part of anticipatory analysis. The framework is based on agent based modeling (ABM) and evaluation-activation space for emotion representation. ABM is a simulation technique that uses the actions and interactions of individual agents to represent the behavior of a given population or system. The agent based models used in this paper employ geospatial data such as elevation, population density and locations of interest to define the context of agent decisions. We apply our framework to model the emotional dynamic of a population during disaster evacuation. In our examples we use a simple evacuation scenario: the agents learn of an incoming hurricane and evacuate for safety to the nearest shelter. At each time step, an agent chooses the direction of motion using a bounded rationality model that accounts for his or her emotional state (an evaluation-activation tuple) and geospatial context. After t time steps we use fuzzy set methods to analyze the crowd emotions in each of the Ns shelters.
  • Keywords
    digital simulation; disasters; emergency services; fuzzy set theory; geography; multi-agent systems; storms; ABM; agent based modeling; anticipatory analysis; bounded rationality model; crowd emotion computational framework; crowd emotion geospatial dynamics modeling; disaster evacuation; emotion representation; evaluation-activation space; evaluation-activation tuple; fuzzy set methods; hurricane; individual agent action; individual agent interaction; population emotional dynamics; simulation technique; Affective computing; Computational intelligence; Decision support systems; Handheld computers; agent based modeling; bounded rationality; crowd emotion; linguistic summarization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computational Intelligence for Creativity and Affective Computing (CICAC), 2013 IEEE Symposium on
  • Conference_Location
    Singapore
  • Type

    conf

  • DOI
    10.1109/CICAC.2013.6595217
  • Filename
    6595217