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.
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Watts, D. J., Strogatz, S. H.: Collective dynamics of ’small-world’ networks. Nature, 393, 440–442 (1998)
Barabási, A. L., Albert, R.: Emergence of scaling in random networks. Science, 286, 509–512 (1999)
Albert, R., Jeong, H., Barabási, A. L.: Diameter of the world-wide web. Nature, 401, 130–131 (1999)
Barabási, A. L., Albert, R., Jeong, H.: Mean-field theory for scale-free random networks. Physics A, 272, 173–187 (1999)
Krapivsky, P. L., Redner, S., Leyvraz, F.: Connectivity of growing random networks. Phys. Rev. Lett., 85, 4629–4632 (2000)
Dorogovtsev, S. N., Mendes, J. F. F., Samukhin, A. N.: Structure of growing networks with preferential linking. Phys. Rev. Lett., 85, 4633–4636 (2000)
Jordan, J.: The degree sequence and spectra of scale-free random graphs. Random Structures and Algorithms, 29, 226–242 (2006)
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)
Szymanski, J.: Concentration of vertex degrees in a scale-free random graph process. Random Structures and Algorithms, 26, 224–236 (2005)
Buckley, P. G., Osthus, D.: Popularity based random graph models leading to a scale-free degree degree sequence. Discrete Mathematics, 282, 53–68 (2004)
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
Cooper, C., Frieze, A.: A general model of web graphs. Random Structures and Algorithms, 22, 311–335 (2003)
Stolz, O.: Vorlesungen uber allgemiene Arithmetic, Teubner, Leipzig, 1886
Hoeffding, W.: Probability inequalities for sums of bounded random variables. J. Amer. Statist. Assoc., 58, 13–30 (1963)
Hou, Z. T., Tan, L., Shi, D. H.: Stability of the LCD model. Acta Mathematica Scientia, Ser. B, 30(5), 1523–1528 (2010)
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Supported by National Natural Science Foundation of China (Grant Nos. 10671212, 90820302)
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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
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DOI: https://doi.org/10.1007/s10114-012-9365-2