The degree sequence of a scale-free random graph process

被引:470
作者
Bollobás, B
Riordan, O [1 ]
Spencer, J
Tusnády, G
机构
[1] Univ Cambridge Trinity Coll, Cambridge CB2 1TQ, England
[2] Univ Memphis, Dept Math Sci, Memphis, TN 38152 USA
[3] NYU, Courant Inst Math Sci, New York, NY 10003 USA
[4] Renyi Inst, Budapest, Hungary
关键词
D O I
10.1002/rsa.1009
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Recently, Barabasi and Albert [2] suggested modeling complex real-world networks such as the worldwide web as follows: consider a random graph process in which vertices are added to the graph one at a time and joined to a fixed number of earlier vertices, selected with probabilities proportional to their degrees. In [2] and, with Jeong, in [3], Barabasi and Albert suggested that after many steps the proportion P(d) of vertices with degree d should obey a power law P(d) alpha d(-gamma). They obtained gamma = 2.9 +/- 0.1 by experiment and gave a simple heuristic argument suggesting that gamma = 3. Here we obtain P(d) asymptotically for all d less than or equal to n(1/15), where n is the number of vertices, proving as a consequence that gamma = 3. (C) 2001 John Wiley & Sons, Inc.
引用
收藏
页码:279 / 290
页数:12
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