Rebel with many causes: A computational model of insurgency

S. Pratt, P. Giabbanelli, Piper J. Jackson, Vijay Mago
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引用次数: 18

Abstract

Attempts to model insurgency have suffered from several obstacles. Qualitative research may be vague and conflicting, while quantitative research is limited due to the difficulties of collecting sufficient data in war and inferring complex relationships. We propose an innovative combination of Fuzzy Cognitive Maps and Cellular Automata to capture this complexity. Our approach is computational, thus it can be used to develop a simulation platform in which military and political analysts can test scenarios. We take a step-by-step approach to illustrate the potential of our approach in a population-centric war, similar to the on-going campaign in Afghanistan. While the project still requires validation and improvement of the knowledge base by domain experts as well as construction of accurate simulation scenarios, this example fully specifies the general problem definition and the technical structure of the model.
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多种原因的反叛:叛乱的计算模型
模拟叛乱的尝试遇到了一些障碍。定性研究可能是模糊和矛盾的,而定量研究是有限的,因为在战争中收集足够的数据和推断复杂的关系的困难。我们提出了模糊认知地图和元胞自动机的创新组合来捕捉这种复杂性。我们的方法是计算的,因此它可以用来开发一个模拟平台,军事和政治分析人员可以在其中测试场景。我们采取一步一步的方法来说明我们的方法在以人口为中心的战争中的潜力,类似于正在进行的阿富汗战役。虽然该项目仍需要领域专家对知识库进行验证和改进,并构建准确的仿真场景,但本例充分说明了一般问题定义和模型的技术结构。
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