Finiteness and fluctuations in growing networks

被引:79
作者
Krapivsky, PL [1 ]
Redner, S
机构
[1] Boston Univ, Ctr BioDynam, Ctr Polymer Studies, Boston, MA 02215 USA
[2] Boston Univ, Dept Phys, Boston, MA 02215 USA
来源
JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL | 2002年 / 35卷 / 45期
基金
美国国家科学基金会;
关键词
D O I
10.1088/0305-4470/35/45/302
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We study the role of finiteness and fluctuations about average quantities for basic structural properties of growing networks. We first determine the exact degree distribution of finite networks by generating function approaches. The resulting distributions exhibit an unusual finite-size scaling behaviour and they are also sensitive to the initial conditions. We argue that fluctuations in the number of nodes of degree k become Gaussian for fixed degree as the size of the network diverges. We also characterize the fluctuations between different realizations of the network in terms of higher moments of the degree distribution.
引用
收藏
页码:9517 / 9534
页数:18
相关论文
共 23 条
[1]  
Abramowitz M., 1970, HDB MATH FUNCTIONS
[2]   Emergence of scaling in random networks [J].
Barabási, AL ;
Albert, R .
SCIENCE, 1999, 286 (5439) :509-512
[3]  
BAUER M, 2002, CONDMAT0203232
[4]   Graph structure in the Web [J].
Broder, A ;
Kumar, R ;
Maghoul, F ;
Raghavan, P ;
Rajagopalan, S ;
Stata, R ;
Tomkins, A ;
Wiener, J .
COMPUTER NETWORKS-THE INTERNATIONAL JOURNAL OF COMPUTER AND TELECOMMUNICATIONS NETWORKING, 2000, 33 (1-6) :309-320
[5]  
Burda Z, 2001, PHYS REV E, V64, DOI 10.1103/PhysRevE.64.046118
[6]   Are randomly grown graphs really random? art. no. 041902 [J].
Callaway, DS ;
Hopcroft, JE ;
Kleinberg, JM ;
Newman, MEJ ;
Strogatz, SH .
PHYSICAL REVIEW E, 2001, 64 (04) :7
[7]   Structure of growing networks with preferential linking [J].
Dorogovtsev, SN ;
Mendes, JFF ;
Samukhin, AN .
PHYSICAL REVIEW LETTERS, 2000, 85 (21) :4633-4636
[8]   Anomalous percolation properties of growing networks [J].
Dorogovtsev, SN ;
Mendes, JFF ;
Samukhin, AN .
PHYSICAL REVIEW E, 2001, 64 (06) :11
[9]  
Dorogovtsev SN, 2001, PHYS REV E, V63, DOI [10.1103/PhysRevE.63.056125, 10.1103/PhysRevE.63.062101]
[10]  
Graham R. L., 1989, Concrete Mathematics. A Foundation for Computer Science