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On the Skewed Degree Distribution of Hierarchical Networks

Published:25 August 2015Publication History

ABSTRACT

In this paper, a prestige-based evolution process is introduced, which provides a formal framework for the study of linear hierarchies seen in human societies. Due to the deterministic characteristics of the proposed model, we are capable of determining equilibria in closed form. Surprisingly, these stationary points recover the power-law degree distribution as the shared property of the resulting hierarchal networks, explaining the prevalence of hierarchies in societies. This result sheds light on the evolutionary advantages of hierarchies.

References

  1. G. U. Yule, "A mathematical theory of evolution, based on the conclusions of dr. jc willis, frs," Philosophical Transactions of the Royal Society of London. Series B, Containing Papers of a Biological Character, pp. 21--87, 1925.Google ScholarGoogle ScholarCross RefCross Ref
  2. A. J. Lotka, "The frequency distribution of scientific productivity." Journal of Washington Academy Sciences, 1926.Google ScholarGoogle Scholar
  3. R. F. i. Cancho and A. H. Fernández, "Power laws and the golden number," Problems of general, germanic and slavic linguistics, pp. 518-- 523, 2008.Google ScholarGoogle Scholar
  4. A.-L. Barabási and R. Albert, "Emergence of scaling in random networks," Science, vol. 286, no. 5439, pp. 509--12, Oct. 1999. {Online}. Available: http://www.ncbi.nlm.nih.gov/pubmed/10521342Google ScholarGoogle ScholarCross RefCross Ref
  5. R. Durrett, Random Graph Dynamics (Cambridge Series in Statistical and Probabilistic Mathematics). New York, NY, USA: Cambridge University Press, 2006. Google ScholarGoogle ScholarDigital LibraryDigital Library
  6. B. Bollobás and O. Riordan, "Coupling scale-free and classical random graphs," Internet Mathematics, vol. 1, no. 2, pp. 215--225, 2003. {Online}. Available: http://projecteuclid.org/euclid.im/1089229509Google ScholarGoogle ScholarCross RefCross Ref
  7. D. J. Watts and S. H. Strogatz, "Collective dynamics of 'small-world' networks," nature, vol. 393, no. 6684, pp. 440--442, 1998.Google ScholarGoogle Scholar
  8. M. E. Price and M. Van Vugt, "The evolution of leader--follower reciprocity: the theory of service-for-prestige," Frontiers in human neuroscience, vol. 8, 2014.Google ScholarGoogle Scholar
  9. A. Barrat, M. Barthélemy, and A. Vespignani, "Modeling the evolution of weighted networks," Physical Review E, vol. 70, no. 6, p. 066149, 2004.Google ScholarGoogle ScholarCross RefCross Ref
  1. On the Skewed Degree Distribution of Hierarchical Networks

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    • Published in

      cover image ACM Conferences
      ASONAM '15: Proceedings of the 2015 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining 2015
      August 2015
      835 pages
      ISBN:9781450338547
      DOI:10.1145/2808797

      Copyright © 2015 ACM

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      Publication History

      • Published: 25 August 2015

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