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Nested subgraphs of complex networks
- Source :
- Journal of Physics A: Mathematical and Theoretical. 41:385003
- Publication Year :
- 2008
- Publisher :
- IOP Publishing, 2008.
-
Abstract
- We analytically explore the scaling properties of a general class of nested subgraphs in complex networks, which includes the $K$-core and the $K$-scaffold, among others. We name such class of subgraphs $K$-nested subgraphs due to the fact that they generate families of subgraphs such that $...S_{K+1}({\cal G})\subseteq S_K({\cal G})\subseteq S_{K-1}({\cal G})...$. Using the so-called {\em configuration model} it is shown that any family of nested subgraphs over a network with diverging second moment and finite first moment has infinite elements (i.e. lacking a percolation threshold). Moreover, for a scale-free network with the above properties, we show that any nested family of subgraphs is self-similar by looking at the degree distribution. Both numerical simulations and real data are analyzed and display good agreement with our theoretical predictions.<br />6 pages, 4 figures
- Subjects :
- Statistics and Probability
Discrete mathematics
Class (set theory)
Statistical Mechanics (cond-mat.stat-mech)
FOS: Physical sciences
General Physics and Astronomy
Second moment of area
Statistical and Nonlinear Physics
Percolation threshold
Disordered Systems and Neural Networks (cond-mat.dis-nn)
Condensed Matter - Disordered Systems and Neural Networks
Complex network
Degree distribution
Computer Science::Discrete Mathematics
Modeling and Simulation
Percolation
Scaling
Condensed Matter - Statistical Mechanics
Mathematical Physics
Mathematics
Subjects
Details
- ISSN :
- 17518121 and 17518113
- Volume :
- 41
- Database :
- OpenAIRE
- Journal :
- Journal of Physics A: Mathematical and Theoretical
- Accession number :
- edsair.doi.dedup.....d174c34848f1e1227308afc447540e4a
- Full Text :
- https://doi.org/10.1088/1751-8113/41/38/385003