Work

Statistical ensemble of scale-free random graphs

Year: 2001
Type: article
Abstract: A thorough discussion of the statistical ensemble of scale-free connected random tree graphs is presented. Methods borrowed from field theory are used to define the ensemble and to study analytically its properties. The ensemble is characterized by two global parameters, the fractal and the spectral dimensions, which are explicitly calculated. It is discussed in detail how the geometry of the graphs varies when the weights of the nodes are modified. The stability of the scale-free regime is also considered: when it breaks down, either a scale is spontaneously generated or else, a "singular" node appears and the graphs become crumpled. A new computer algorithm to generate these random graphs is proposed. Possible generalizations are also discussed. In particular, more general ensembles are defined along the same lines and the computer algorithm is extended to arbitrary (degenerate) scale-free random graphs.
Authors: Z. Burda, J. D. Correia, A. Krzywicki
Language: English
Open Access status: green
OpenAlex ID: W2015652921
FWCI: 8.588
Cites: 21
Cited by: 175
Related to: 10