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An agent-based model of collective emotions in online communities

机译:基于代理的在线社区集体情感模型

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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.
机译:我们开发了一个基于代理的框架来模拟集体情感的出现,并应用于在线社区。特工的个性情绪由其效价和唤起来描述。使用布朗代理的概念,这些变量根据随机动态变化,该动态还考虑了在线交流的反馈。代理会生成情感信息,这些信息将存储并分发到模拟在线媒体的字段中。该场以非线性方式影响代理的情绪状态。我们得出了在双峰化合价分布中可观察到的集体情感出现的条件。根据信息领域与代理人的唤醒之间的饱和或超线性反馈,我们进一步确定了集体情感仅出现一次或重复出现的情况。通过基于代理的计算机仿真来说明分析结果。我们的框架提供了有关集体情感出现的可验证假设,这些假设可以通过在线社区的数据进行验证。

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