Geopolitical interactions from reduced Google matrix analysis of Wikipedia - Archive ouverte HAL Accéder directement au contenu
Communication Dans Un Congrès Année : 2018

Geopolitical interactions from reduced Google matrix analysis of Wikipedia

Résumé

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 that preserves 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 the set of 27 European Union 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).
Fichier principal
Vignette du fichier
elzant_22732.pdf (1.26 Mo) Télécharger le fichier
Origine : Fichiers produits par l'(les) auteur(s)
Loading...

Dates et versions

hal-02064228 , version 1 (11-03-2019)

Identifiants

Citer

Samer El Zant, Katia Jaffrès-Runser, Dima Shepelyansky. Geopolitical interactions from reduced Google matrix analysis of Wikipedia. IEEE Middle East and North Africa Communications Conference (MENACOMM 2018), Apr 2018, Jounieh, Lebanon. ⟨10.1109/MENACOMM.2018.8371037⟩. ⟨hal-02064228⟩
48 Consultations
64 Téléchargements

Altmetric

Partager

Gmail Facebook X LinkedIn More