Borassi, Michele and Chessa, Alessandro and Caldarelli, Guido Hyperbolicity measures democracy in real-world networks. Physical Review E, 92 (3). 032812. ISSN 1539-3755 (2015)
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Abstract
In this work, we analyze the hyperbolicity of real-world networks, a geometric quantity that measures if a space is negatively curved. We provide two improvements in our understanding of this quantity: first of all, in our interpretation, a hyperbolic network is “aristocratic”, since few elements “connect” the system, while a non-hyperbolic network has a more “democratic” structure with a larger number of crucial elements. The second contribution is the introduction of the average hyperbolicity of the neighbors of a given node. Through this definition, we outline an “influence area” for the vertices in the graph. We show that in real networks the influence area of the highest degree vertex is small in what we define “local” networks (i.e., social or peer-to-peer networks), and large in “global” networks (i.e., power grid, metabolic networks, or autonomous system networks).
| Item Type: | Article |
|---|---|
| Identification Number: | 10.1103/PhysRevE.92.032812 |
| Subjects: | H Social Sciences > HA Statistics H Social Sciences > HM Sociology Q Science > QC Physics |
| Research Area: | Economics and Institutional Change |
| Depositing User: | Caterina Tangheroni |
| Date Deposited: | 02 Nov 2015 13:32 |
| Last Modified: | 02 Nov 2015 13:32 |
| URI: | http://eprints.imtlucca.it/id/eprint/2792 |
Available Versions of this Item
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Hyperbolicity Measures "Democracy" in Real-World Networks. (deposited 19 May 2015 10:38)
- Hyperbolicity measures democracy in real-world networks. (deposited 02 Nov 2015 13:32) [Currently Displayed]
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