Spatial modeling of dyadic geopolitical interactions between moving actors

IF 2.5 2区 社会学 Q1 POLITICAL SCIENCE Political Science Research and Methods Pub Date : 2022-03-30 DOI:10.1017/psrm.2022.6
Sangyeon Kim, Howard Liu, B. Desmarais
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引用次数: 0

Abstract

Political actors often interact spatially, and move around. However, with a few exceptions, existing political research has analyzed spatial dependence among actors with fixed geographic locations. Focusing on fixated geographic units prevents us from probing dependencies in spatial interaction between spatially dynamic actors, which are common in some areas of political science, such as sub-national conflict studies. In this note, we propose a method to account for spatial dependence in dyadic interactions between moving actors. Our method uses the spatiotemporal histories of dyadic interactions to project locations of future interactions—projected actor locations (PALs). PALs can, in turn, be used to model the likelihood of future dyadic interactions. In a replication and extension of a recent study of subnational conflict, we find that using PALs improves the predictive performance of the model and indicates that there is a clear relationship between actors’ past conflict locations and the likelihood of future conflicts.
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运动参与者之间二元地缘政治相互作用的空间建模
政治行动者经常在空间上互动,并四处活动。然而,除了少数例外,现有的政治研究分析了具有固定地理位置的行为者之间的空间依赖性。专注于固定的地理单元使我们无法探究空间动态参与者之间空间互动的依赖性,这在政治学的一些领域很常见,例如次国家冲突研究。在这篇文章中,我们提出了一种方法来解释运动参与者之间的二元交互中的空间依赖性。我们的方法使用二元交互的时空历史来投影未来交互的位置——投影行动者位置(PAL)。PAL反过来可以用来模拟未来二元相互作用的可能性。在对最近一项关于国家以下冲突的研究的复制和扩展中,我们发现使用PAL可以提高模型的预测性能,并表明行为者过去的冲突地点与未来冲突的可能性之间存在明显的关系。
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CiteScore
8.10
自引率
0.00%
发文量
54
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