Characterizing the analogy between hyperbolic embedding and community structure of complex networks

التفاصيل البيبلوغرافية
العنوان: Characterizing the analogy between hyperbolic embedding and community structure of complex networks
المؤلفون: Faqeeh, Ali, Osat, Saeed, Radicchi, Filippo
المصدر: Phys. Rev. Lett. 121, 098301 (2018)
سنة النشر: 2018
المجموعة: Physics (Other)
مصطلحات موضوعية: Physics - Physics and Society
الوصف: We show that the community structure of a network can be used as a coarse version of its embedding in a hidden space with hyperbolic geometry. The finding emerges from a systematic analysis of several real-world and synthetic networks. We take advantage of the analogy for reinterpreting results originally obtained through network hyperbolic embedding in terms of community structure only. First, we show that the robustness of a multiplex network can be controlled by tuning the correlation between the community structures across different layers. Second, we deploy an efficient greedy protocol for network navigability that makes use of routing tables based on community structure.
Comment: 4 pages, 3 figures + Supplemental Material
نوع الوثيقة: Working Paper
DOI: 10.1103/PhysRevLett.121.098301
URL الوصول: http://arxiv.org/abs/1808.09862
رقم الأكسشن: edsarx.1808.09862
قاعدة البيانات: arXiv
الوصف
DOI:10.1103/PhysRevLett.121.098301