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Capturing the influence of geopolitical ties from Wikipedia with reduced Google matrix

机译:利用简化的Google矩阵从Wikipedia捕获地缘政治联系的影响

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摘要

Interactions between countries originate from diverse aspects such as geographic proximity, trade, socio-cultural habits, language, religions, etc. Geopolitics studies the influence of a country’s geographic space on its political power and its relationships with other countries. This work reveals the potential of Wikipedia mining for geopolitical study. Actually, Wikipedia offers solid knowledge and strong correlations among countries by linking web pages together for different types of information (e.g. economical, historical, political, and many others). The major finding of this paper is to show that meaningful results on the influence of country ties can be extracted from the hyperlinked structure of Wikipedia. We leverage a novel stochastic matrix representation of Markov chains of complex directed networks called the reduced Google matrix theory. For a selected small size set of nodes, the reduced Google matrix concentrates direct and indirect links of the million-node sized Wikipedia network into a small Perron-Frobenius matrix keeping the PageRank probabilities of the global Wikipedia network. We perform a novel sensitivity analysis that leverages this reduced Google matrix to characterize the influence of relationships between countries from the global network. We apply this analysis to two chosen sets of countries (i.e. the set of 27 European Union countries and a set of 40 top worldwide countries). We show that with our sensitivity analysis we can exhibit easily very meaningful information on geopolitics from five different Wikipedia editions (English, Arabic, Russian, French and German).
机译:国家之间的互动来自不同方面,例如地理位置,贸易,社会文化习惯,语言,宗教等。地缘政治研究一个国家的地理空间对其政治权力及其与其他国家的关系的影响。这项工作揭示了维基百科挖掘在地缘政治研究中的潜力。实际上,维基百科通过将网页链接在一起以获取不同类型的信息(例如,经济,历史,政治和许多其他信息),在各国之间提供了扎实的知识和强大的关联性。本文的主要发现是,表明可以从Wikipedia的超链接结构中提取出对国家关系影响有意义的结果。我们利用复杂的有向网络的马尔可夫链的一种新颖的随机矩阵表示形式,称为简化的Google矩阵理论。对于选定的小型节点集,简化后的Google矩阵将百万节点大小的Wikipedia网络的直接和间接链接集中到一个小的Perron-Frobenius矩阵中,从而保留了全球Wikipedia网络的PageRank概率。我们执行了新颖的敏感性分析,利用此简化的Google矩阵来表征全球网络中国家之间关系的影响。我们将此分析应用于两个选定的国家/地区组(即,一组27个欧盟国家和一组40个全球排名靠前的国家)。我们表明,通过我们的敏感性分析,我们可以轻松地展示来自五个不同Wikipedia版本(英语,阿拉伯语,俄语,法语和德语)的非常有意义的地缘政治信息。

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