TY - JOUR
T1 - Mean-field theory for scale-free random networks
AU - Barabási, Albert László
AU - Albert, Réka
AU - Jeong, Hawoong
N1 - Funding Information:
This work was supported by the NSF Career Award DMR-9710998. We wish to thank L.A.N. Amaral for useful discussions.
PY - 1999/10/1
Y1 - 1999/10/1
N2 - Random networks with complex topology are common in Nature, describing systems as diverse as the world wide web or social and business networks. Recently, it has been demonstrated that most large networks for which topological information is available display scale-free features. Here we study the scaling properties of the recently introduced scale-free model, that can account for the observed power-law distribution of the connectivities. We develop a mean-field method to predict the growth dynamics of the individual vertices, and use this to calculate analytically the connectivity distribution and the scaling exponents. The mean-field method can be used to address the properties of two variants of the scale-free model, that do not display power-law scaling.
AB - Random networks with complex topology are common in Nature, describing systems as diverse as the world wide web or social and business networks. Recently, it has been demonstrated that most large networks for which topological information is available display scale-free features. Here we study the scaling properties of the recently introduced scale-free model, that can account for the observed power-law distribution of the connectivities. We develop a mean-field method to predict the growth dynamics of the individual vertices, and use this to calculate analytically the connectivity distribution and the scaling exponents. The mean-field method can be used to address the properties of two variants of the scale-free model, that do not display power-law scaling.
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U2 - 10.1016/S0378-4371(99)00291-5
DO - 10.1016/S0378-4371(99)00291-5
M3 - Article
AN - SCOPUS:18744421488
SN - 0378-4371
VL - 272
SP - 173
EP - 187
JO - Physica A: Statistical Mechanics and its Applications
JF - Physica A: Statistical Mechanics and its Applications
IS - 1
ER -