Analysis of Vertex Degree Distributions in Preferential Attachment Graphs with Power Weight Function

被引:0
作者
Zadorozhnyi, V. N. [1 ]
Yudin, E. B. [2 ]
机构
[1] Omsk State Tech Univ, Omsk, Russia
[2] Russian Acad Sci, Sobolev Inst Math, Siberian Branch, Novosibirsk, Russia
来源
2018 12TH INTERNATIONAL IEEE SCIENTIFIC AND TECHNICAL CONFERENCE ON DYNAMICS OF SYSTEMS, MECHANISMS AND MACHINES (DYNAMICS) | 2018年
关键词
random graphs with nonlinear preferential attachment rule; power law of preferential attachment; vertex degree distribution; methods for calculating the probability characteristics of growing graphs; NETWORKS;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Preferential attachment graphs with power weight function are considered in the paper. The dependence of vertex degree distributions in the graphs on the weight function parameter is analyzed. The purpose of the analysis is to identify such ranges of the parameter values that cause the homogeneous (within the ranges) types of vertex degree distributions, and to determine the asymptotic properties of these distributions. The paper shows the effectiveness of the approach used for the first time. The approach combines the application of found by the authors exact recurrence formulas of the investigated distributions with approximate explicit expressions of the distributions. The application of obtained results and the approach developed in the study makes it possible to increase the adequacy of modeling of growing networks, whose properties, as is well known, depend significantly on the asymptotic behavior of vertex degree distribution.
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页数:7
相关论文
共 23 条
[1]  
Aiello W., 2000, GRAPHS P 32 ACM S TH, P171
[2]   Statistical mechanics of complex networks [J].
Albert, R ;
Barabási, AL .
REVIEWS OF MODERN PHYSICS, 2002, 74 (01) :47-97
[3]   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
[4]  
[Anonymous], 2010, Complex networks: structure, robustness and function
[5]   Dynamics of social balance on networks [J].
Antal, T ;
Krapivsky, PL ;
Redner, S .
PHYSICAL REVIEW E, 2005, 72 (03)
[6]   Emergence of scaling in random networks [J].
Barabási, AL ;
Albert, R .
SCIENCE, 1999, 286 (5439) :509-512
[7]   Scale-Free Networks: A Decade and Beyond [J].
Barabasi, Albert-Laszlo .
SCIENCE, 2009, 325 (5939) :412-413
[8]   Probabilistic Generation of Random Networks Taking into Account Information on Motifs Occurrence [J].
Bois, Frederic Y. ;
Gayraud, Ghislaine .
JOURNAL OF COMPUTATIONAL BIOLOGY, 2015, 22 (01) :25-36
[9]   Power-Law Distributions in Empirical Data [J].
Clauset, Aaron ;
Shalizi, Cosma Rohilla ;
Newman, M. E. J. .
SIAM REVIEW, 2009, 51 (04) :661-703
[10]  
ERDOS P, 1960, B INT STATIST INST, V38, P343