Skip to main content
Log in

Degree distribution of a scale-free random graph model

  • Published:
Acta Mathematica Sinica, English Series Aims and scope Submit manuscript

Abstract

In this paper, we consider the degree distribution of a general random graph with multiple edges and loops from the perspective of probability. Based on the first-passage probability of Markov chains, we give a new and rigorous proof to the existence of the network degree distribution and obtain the precise expression of the degree distribution. The analytical results are in good agreement with numerical simulations.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. Watts, D. J., Strogatz, S. H.: Collective dynamics of ’small-world’ networks. Nature, 393, 440–442 (1998)

    Article  Google Scholar 

  2. Barabási, A. L., Albert, R.: Emergence of scaling in random networks. Science, 286, 509–512 (1999)

    Article  MathSciNet  Google Scholar 

  3. Albert, R., Jeong, H., Barabási, A. L.: Diameter of the world-wide web. Nature, 401, 130–131 (1999)

    Article  Google Scholar 

  4. Barabási, A. L., Albert, R., Jeong, H.: Mean-field theory for scale-free random networks. Physics A, 272, 173–187 (1999)

    Article  Google Scholar 

  5. Krapivsky, P. L., Redner, S., Leyvraz, F.: Connectivity of growing random networks. Phys. Rev. Lett., 85, 4629–4632 (2000)

    Article  Google Scholar 

  6. Dorogovtsev, S. N., Mendes, J. F. F., Samukhin, A. N.: Structure of growing networks with preferential linking. Phys. Rev. Lett., 85, 4633–4636 (2000)

    Article  Google Scholar 

  7. Jordan, J.: The degree sequence and spectra of scale-free random graphs. Random Structures and Algorithms, 29, 226–242 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  8. Bollobás, B., Riordan, O. M., Spencer, J., et al.: The degree sequence of a scale-free random graph process. Random Structures and Algorithms, 18, 279–290 (2001)

    Article  MathSciNet  MATH  Google Scholar 

  9. Szymanski, J.: Concentration of vertex degrees in a scale-free random graph process. Random Structures and Algorithms, 26, 224–236 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  10. Buckley, P. G., Osthus, D.: Popularity based random graph models leading to a scale-free degree degree sequence. Discrete Mathematics, 282, 53–68 (2004)

    Article  MathSciNet  MATH  Google Scholar 

  11. Hou, Z. T., Kong, X. X., Shi, D. H., et al.: Degree-distribution stability of scale-free networks. In: Proceedings of Complex (2), 2009, 1827–1837

  12. Cooper, C., Frieze, A.: A general model of web graphs. Random Structures and Algorithms, 22, 311–335 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  13. Stolz, O.: Vorlesungen uber allgemiene Arithmetic, Teubner, Leipzig, 1886

    Google Scholar 

  14. Hoeffding, W.: Probability inequalities for sums of bounded random variables. J. Amer. Statist. Assoc., 58, 13–30 (1963)

    Article  MathSciNet  MATH  Google Scholar 

  15. Hou, Z. T., Tan, L., Shi, D. H.: Stability of the LCD model. Acta Mathematica Scientia, Ser. B, 30(5), 1523–1528 (2010)

    Article  MathSciNet  MATH  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Li Tan.

Additional information

Supported by National Natural Science Foundation of China (Grant Nos. 10671212, 90820302)

Electronic supplementary material

Rights and permissions

Reprints and permissions

About this article

Cite this article

Tan, L., Hou, Z.T. & Liu, X.R. Degree distribution of a scale-free random graph model. Acta. Math. Sin.-English Ser. 28, 587–598 (2012). https://doi.org/10.1007/s10114-012-9365-2

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10114-012-9365-2

Keywords

MR(2000) Subject Classification

Navigation