首页> 外文期刊>Journal of the Royal Statistical Society >A dynamic separable network model with actor heterogeneity: An application to global weapons transfers
【24h】

A dynamic separable network model with actor heterogeneity: An application to global weapons transfers

机译:具有演员异质性的动态可分离网络模型:全球武器转移的应用

获取原文
获取原文并翻译 | 示例
       

摘要

In this paper, we analyse the network of international major conventional weapons (MCW) transfers from 1950 to 2016, based on data from the Stockholm International Peace Research Institute (SIPRI). The dataset consists of yearly bilateral arms transfers between pairs of countries, which allows us to conceive of the individual relationships as part of an overall trade network. For the analysis, we extend the separable temporal exponential random graph model (STERGM) to account for time-varying effects on both the network level (trade network) and the actor level (country effects). Our investigation enables the identification of potentially differing driving forces that influence the formation of new trade relationships versus the persistence of existing ones. In accordance with political economy models, we expect security- and network-related covariates to be most important for the formation of transfers, whereas repeated transfers should prevalently be determined by the importers' market size and military spending. Our proposed modelling approach corroborates the hypothesis and quantifies the corresponding effects. Additionally, we subject the time-varying heterogeneity effects to a functional principal component analysis. This analysis serves as an exploratory tool and allows us to identify countries with exceptional increases or decreases in their tendency to import and export weapons.
机译:在本文中,我们根据斯德哥尔摩国际和平研究所(SIPRI)的数据分析了1950年至2016年的国际主要传统武器(MCW)转移网络。该数据集由年双边武器转移组成,这些武器在一对国家之间转移,这使我们能够将个性化关系作为整体贸易网络的一部分设想。对于分析,我们扩展可分离的时间指数随机图模型(Stergm),以考虑网络级(交易网络)和演员级别(国家效应)的时变效果。我们的调查使得能够识别影响新贸易关系的形成与现有贸易关系的形成。根据政治经济学模式,我们预计安全和网络相关的协变量对于形成转移至关重要,而重复的转移应该普遍存在进口商的市场规模和军事支出。我们提出的建模方法证实了假设并量化了相应的效果。另外,我们将时变的异质性效应对功能性主成分分析进行。该分析用作探索工具,并允许我们识别具有特殊增加或降低进口和出口武器的国家。

著录项

获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号