Topology of evolving networks:: Local events and universality

被引:878
作者
Albert, R [1 ]
Barabási, AL [1 ]
机构
[1] Univ Notre Dame, Dept Phys, Notre Dame, IN 46556 USA
关键词
D O I
10.1103/PhysRevLett.85.5234
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Networks grow and evolve by local events, such as the addition of new nodes and links, or rewiring of links from one node to another. We show that depending on the frequency of these processes two topologically different networks can emerge, the connectivity distribution following either a generalized power law or an exponential. We propose a continuum theory that pr-edicts these two regimes as well as the scaling function and the exponents, in good agreement with numerical results. Finally, we use the obtained predictions to fit the connectivity distribution of the network describing the professional links between movie actors.
引用
收藏
页码:5234 / 5237
页数:4
相关论文
共 15 条
[1]   Internet -: Diameter of the World-Wide Web [J].
Albert, R ;
Jeong, H ;
Barabási, AL .
NATURE, 1999, 401 (6749) :130-131
[2]   Classes of small-world networks [J].
Amaral, LAN ;
Scala, A ;
Barthélémy, M ;
Stanley, HE .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2000, 97 (21) :11149-11152
[3]   Mean-field theory for scale-free random networks [J].
Barabási, AL ;
Albert, R ;
Jeong, H .
PHYSICA A, 1999, 272 (1-2) :173-187
[4]   Emergence of scaling in random networks [J].
Barabási, AL ;
Albert, R .
SCIENCE, 1999, 286 (5439) :509-512
[5]   Evolution of networks with aging of sites [J].
Dorogovtsev, SN ;
Mendes, JFF .
PHYSICAL REVIEW E, 2000, 62 (02) :1842-1845
[6]  
ERDOS P, 1960, B INT STATIST INST, V38, P343
[7]  
Faloutsos M, 1999, COMP COMM R, V29, P251, DOI 10.1145/316194.316229
[8]   The large-scale organization of metabolic networks [J].
Jeong, H ;
Tombor, B ;
Albert, R ;
Oltvai, ZN ;
Barabási, AL .
NATURE, 2000, 407 (6804) :651-654
[9]   Connectivity of growing random networks [J].
Krapivsky, PL ;
Redner, S ;
Leyvraz, F .
PHYSICAL REVIEW LETTERS, 2000, 85 (21) :4629-4632
[10]  
Kumar R, 1999, PROCEEDINGS OF THE TWENTY-FIFTH INTERNATIONAL CONFERENCE ON VERY LARGE DATA BASES, P639