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null; null (Ed.)We review Affect Control Theory (ACT), a mathematically formalized theory that integrates sociological insights about the symbolic construction of the social order with psychological knowledge about cognitive-affective mechanisms, as a basis for equipping computational agents in social simulations with a sense of sociality. After explaining theoretical foundations and describing previous applications of ACT at the dyadic and group level, we describe a case study from an ongoing research project aimed at understanding self-organized online collaboration in software development with ACT-based social simulations.more » « less
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Deepak, Rishi; Hoey, Jesse; Nagappan, Mei; Rogers, Kimberly B.; Schroeder, Tobias (, International Conference on Computational Social Science)
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Hoey, Jesse; Schröder, Tobias; Morgan, Jonathan; Rogers, Kimberly B.; Rishi, Deepak; Nagappan, Meiyappan (, Small Group Research)
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Hoey, Jesse; Schröder, Tobias; Morgan, Jonathan H.; Rogers, Kimberly B.; Nagappan, Meiyappan (, Group Interaction Frontiers in Technology; Association for Computing Machinery)The computational modeling of groups requires models that connect micro-level with macro-level processes and outcomes. Recent research in computational social science has started from simple models of human behavior, and attempted to link to social structures. However, these models make simplifying assumptions about human understanding of culture that are often not realistic and may be limiting in their generality. In this paper, we present work on Bayesian affect control theory as a more comprehensive, yet highly parsimonious model that integrates artificial intelligence, social psychology, and emotions into a single predictive model of human activities in groups. We illustrate these developments with examples from an ongoing research project aimed at computational analysis of virtual software development teams.more » « less
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