Literature DB >> 22463280

Structural preferential attachment: stochastic process for the growth of scale-free, modular, and self-similar systems.

Laurent Hébert-Dufresne1, Antoine Allard, Vincent Marceau, Pierre-André Noël, Louis J Dubé.   

Abstract

Many complex systems have been shown to share universal properties of organization, such as scale independence, modularity, and self-similarity. We borrow tools from statistical physics in order to study structural preferential attachment (SPA), a recently proposed growth principle for the emergence of the aforementioned properties. We study the corresponding stochastic process in terms of its time evolution, its asymptotic behavior, and the scaling properties of its statistical steady state. Moreover, approximations are introduced to facilitate the modeling of real systems, mainly complex networks, using SPA. Finally, we investigate a particular behavior observed in the stochastic process, the peloton dynamics, and show how it predicts some features of real growing systems using prose samples as an example.

Year:  2012        PMID: 22463280     DOI: 10.1103/PhysRevE.85.026108

Source DB:  PubMed          Journal:  Phys Rev E Stat Nonlin Soft Matter Phys        ISSN: 1539-3755


  1 in total

1.  Generative Models for Global Collaboration Relationships.

Authors:  Ertugrul Necdet Ciftcioglu; Ram Ramanathan; Prithwish Basu
Journal:  Sci Rep       Date:  2017-09-11       Impact factor: 4.379

  1 in total

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