Literature DB >> 30230906

Characterizing the Analogy Between Hyperbolic Embedding and Community Structure of Complex Networks.

Ali Faqeeh1,2, Saeed Osat3, Filippo Radicchi2.   

Abstract

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.

Mesh:

Year:  2018        PMID: 30230906     DOI: 10.1103/PhysRevLett.121.098301

Source DB:  PubMed          Journal:  Phys Rev Lett        ISSN: 0031-9007            Impact factor:   9.161


  5 in total

1.  Community Detection on Networks with Ricci Flow.

Authors:  Chien-Chun Ni; Yu-Yao Lin; Feng Luo; Jie Gao
Journal:  Sci Rep       Date:  2019-07-10       Impact factor: 4.379

2.  Characteristic functional cores revealed by hyperbolic disc embedding and k-core percolation on resting-state fMRI.

Authors:  Wonseok Whi; Youngmin Huh; Seunggyun Ha; Hyekyoung Lee; Hyejin Kang; Dong Soo Lee
Journal:  Sci Rep       Date:  2022-03-22       Impact factor: 4.379

3.  Joint Detection of Community and Structural Hole Spanner of Networks in Hyperbolic Space.

Authors:  Qi Nie; Hao Jiang; Si-Dong Zhong; Qiang Wang; Juan-Juan Wang; Hao Wang; Li-Hua Wu
Journal:  Entropy (Basel)       Date:  2022-06-29       Impact factor: 2.738

4.  The inherent community structure of hyperbolic networks.

Authors:  Bianka Kovács; Gergely Palla
Journal:  Sci Rep       Date:  2021-08-06       Impact factor: 4.379

5.  Generalised popularity-similarity optimisation model for growing hyperbolic networks beyond two dimensions.

Authors:  Bianka Kovács; Sámuel G Balogh; Gergely Palla
Journal:  Sci Rep       Date:  2022-01-19       Impact factor: 4.379

  5 in total

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