World Influence of Infectious Diseases From Wikipedia Network Analysis

被引:10
作者
Rollin, Guillaume [1 ]
Lages, Jose [1 ]
Shepelyansky, Dima L. [2 ]
机构
[1] Univ Bourgogne Franche Comte, Observ Sci Univers THETA, CNRS, Inst UTINAM, F-25030 Besancon, France
[2] Univ Toulouse, Lab Phys Theor, UPS, CNRS,IRSAMC, F-31062 Toulouse, France
关键词
Infectious diseases; Wikipedia; Markov processes; ranking (statistics); complex networks; data mining; RANKING; HIV;
D O I
10.1109/ACCESS.2019.2899339
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We consider the network of 5 416 537 articles of English Wikipedia extracted in 2017. Using the recent reduced Google matrix (REGOMAX) method we construct the reduced network of 230 articles (nodes) of infectious diseases and 195 articles of world countries. This method generates the reduced directed network between all 425 nodes taking into account all direct and indirect links with pathways via the huge global network. PageRank and CheiRank algorithms are used to determine the most influential diseases with the top PageRank diseases being Tuberculosis, HIV/AIDS, and Malaria. From the reduced Google matrix, we determine the sensitivity of world countries to specific diseases integrating their influence over all their history including the times of ancient Egyptian mummies. The obtained results are compared with the World Health Organization (WHO) data demonstrating that the Wikipedia network analysis provides reliable results with up to about 80 percent overlap between WHO and REGOMAX analyses.
引用
收藏
页码:26073 / 26087
页数:15
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