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Integrating Social Practice Theory in Agent-Based Models: A Review of Theories and Agents

机译:在基于代理的模型中整合社会实践理论:审查理论和代理人

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Evidence-driven agent-based modeling plays a useful part in understanding social phenomena. By integrating social-cognitive theories in our agent models, we bear evidence from social and psychological studies on our models for human decision-making. Social practice theory (SPT) provides a socio-cognitive theory that emphasizes three empirically and theoretically grounded aspects of behavior: habituality, sociality, and interconnectivity. Previous work has emphasized the importance of SPT for agents, has made abstract models of SPT, or used SPT to study energy systems. This article provides a set of requirements for integrating SPT in agent models and an evaluation of 11 current agent models with respect to these requirements. We find that current agent models do not fully capture habituality, sociality, or interconnectivity, nor is there a model that aims to integrate all three aspects. For example, current models do not support context-dependent habits, use a comprehensive set of collective concepts, and support hierarchies of activities. Our evaluation allows researchers to pick one of the current agent models depending on their needs regarding habituality, sociality, and interconnectivity. Furthermore, this article shows the usefulness of an agent model that integrates SPT and provides requirements that help modelers to achieve this model.
机译:证据驱动的代理商的建模在理解社会现象中起着有用的部分。通过将社会认知理论整合在我们的代理模型中,我们涉及社会和心理研究的证据,了解我们的人为决策模型。社会实践理论(SPT)提供了一种社会认知理论,强调了三个经验和理论上的行为的基础:习惯性,社会性和互连。以前的工作强调了SPT为代理商的重要性,制造了SPT的抽象模型,或使用SPT学习能源系统。本文提供了一套要求在代理模型中集成SPT的要求,以及对这些要求的11个当前代理模型的评估。我们发现当前的代理模型没有完全捕获习惯性,社会性或互连,也没有旨在整合所有三个方面的模型。例如,当前模型不支持上下文依赖习惯,使用全面的集体概念,并支持活动的层次结构。我们的评估允许研究人员根据其关于习惯性,社会性和互连的需求来选择一个当前的代理模型。此外,本文显示了集成SPT的代理模型的有用性,并提供有助于建模者实现此模型的要求。

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