Title of article
An algorithm generating random graphs with power law degree distributions
Author/Authors
D. Volchenkov، نويسنده , , Ph. Blanchard، نويسنده ,
Issue Information
روزنامه با شماره پیاپی سال 2002
Pages
14
From page
677
To page
690
Abstract
We propose a simple random process generating various types of random graphs and the scale-free random graphs among others. The model is of a threshold nature and differs from the preferential attachment approach discussed in the literature before.
The degree statistics of a random graph in our model is governed by the control parameter η stirring the pure exponential statistics for the degree distribution (at η=0, when the threshold value is changed each time a new edge is added to the graph) to a power law (at η=1, when the threshold is frozen). The exponent γ characterizing the power law can vary in the wide range γ (1,∞) and can be tuned in different values γin and γout for in-degrees and out-degrees probability distributions independently. For η (0,1), the decay rate is mixed.
Taking different statistics for the threshold changes, one obtains dissimilar asymptotic profiles for the degree distribution having, in general, nothing to do with power laws at η=1, but still uniformly exponential at η=0.
Journal title
Physica A Statistical Mechanics and its Applications
Serial Year
2002
Journal title
Physica A Statistical Mechanics and its Applications
Record number
868151
Link To Document