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Semantic network mapping of religious material: testing multi-agent computer models of social theories against real-world data

机译:宗教材料的语义网络映射:针对真实数据测试社会理论的多主体计算机模型

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Agent-based modeling allows researchers to investigate theories of complex social phenomena and subsequently use the model to generate new hypotheses that can then be compared to real-world data. However, computer modeling has been underutilized in regard to the understanding of religious systems, which often require very complex theories with multiple interacting variables (Braxton et al. in Method Theory Study Relig 24(3):267-290, 2012. doi: 10.1163/157006812X635709 10.1163/157006812X635709" Lane in J Cogn Sci Relig 1(2):161-180, 2013). This paper presents an example of how computer modeling can be used to explore, test, and further understand religious systems, specifically looking at one prominent theory of religious ritual. The process is continuous: theory building, hypothesis generation, testing against real-world data, and improving the model. In this example, the output of an agent-based model of religious behavior is compared against real-world religious sermons and texts using semantic network analysis. It finds that most religious materials exhibit unique scale-free small-world properties and that a concept's centrality in a religious schema best predicts its frequency of presentation. These results reveal that there adjustments need to be made to existing models of religious ritual systems and provide parameters for future models. The paper ends with a discussion of implications for a new multi-agent model of doctrinal ritual behaviors as well as propositions for further interdisciplinary research concerning the multi-agent modeling of religious ritual behaviors.
机译:基于主体的建模使研究人员可以研究复杂的社会现象的理论,然后使用该模型生成新的假设,然后将这些假设与现实世界的数据进行比较。但是,在对宗教系统的理解方面,计算机模型的利用不足,这通常需要具有多个相互作用变量的非常复杂的理论(Braxton等人,方法论研究宗教24(3):267-290,2012. doi:10.1163 / 157006812X635709 10.1163 / 157006812X635709“(J Cogn Sci Relig 1(2):161-180,2013)。本文提供了一个示例,说明如何使用计算机建模来探索,测试和进一步理解宗教系统,特别是针对一种重要的宗教仪式理论,其过程是连续的:理论构建,假设生成,针对现实世界数据的测试以及模型的改进;在此示例中,将基于主体的宗教行为模型的输出与现实行为进行比较。使用语义网络分析的世界宗教讲道和文本,它发现大多数宗教材料展现出独特的无尺度小世界特性,并且概念在宗教图式中的中心性可以最好地预测其频率介绍的能力。这些结果表明,需要对现有的宗教仪式系统模型进行调整,并为将来的模型提供参数。本文最后讨论了对新的教义仪式行为的多主体模型的含义,以及对宗教仪式行为的多主体建模进行进一步跨学科研究的主张。

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