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

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posted on 2023-03-03, 11:40 authored by Ali Faqeeh, Saeed Osat, Filippo Radicchi
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 di erent layers. Second, we deploy an e cient greedy protocol for network navigability that makes use of routing tables based on community structure.

History

Publication

Physical Review Letters;121 (9), 098301

Publisher

American Physical Society

Note

peer-reviewed

Rights

© American Physical Society

Language

English

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  • MACSI - Mathematics Application Consortium for Science & Industry

Department or School

  • Mathematics & Statistics

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