Spectra of random networks with arbitrary degrees

被引:16
作者
Newman, M. E. J. [1 ,2 ]
Zhang, Xiao [1 ]
Nadakuditi, Raj Rao [3 ]
机构
[1] Univ Michigan, Dept Phys, Ann Arbor, MI 48109 USA
[2] Univ Michigan, Ctr Study Complex Syst, Ann Arbor, MI 48109 USA
[3] Univ Michigan, Dept Elect Engn & Comp Sci, Ann Arbor, MI 48109 USA
关键词
RANDOM GRAPHS; EIGENVALUE SPECTRUM; MATRICES;
D O I
10.1103/PhysRevE.99.042309
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
We derive a message-passing method for computing the spectra of locally treelike networks and an approximation to it that allows us to compute closed-form expressions or fast numerical approximates for the spectral density of random graphs with arbitrary node degrees-the so-called configuration model. We find that the latter approximation works well for all but the sparsest of networks. We also derive bounds on the position of the band edges of the spectrum, which are important for identifying structural phase transitions in networks.
引用
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页数:10
相关论文
共 32 条
[1]   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
[2]  
[Anonymous], 2016, FRONT APP DYN SYST
[3]   Emergence of scaling in random networks [J].
Barabási, AL ;
Albert, R .
SCIENCE, 1999, 286 (5439) :509-512
[4]   A single defect approximation for localized states on random lattices [J].
Biroli, G ;
Monasson, R .
JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 1999, 32 (24) :L255-L261
[5]   PERCOLATION ON DENSE GRAPH SEQUENCES [J].
Bollobas, Bela ;
Borgs, Christian ;
Chayes, Jennifer ;
Riordan, Oliver .
ANNALS OF PROBABILITY, 2010, 38 (01) :150-183
[6]  
BONACICH P, 1987, AM J SOCIOL, V92, P1170, DOI 10.1086/228631
[7]   The average distances in random graphs with given expected degrees [J].
Chung, F ;
Lu, LY .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2002, 99 (25) :15879-15882
[8]   Spectra of random graphs with given expected degrees [J].
Chung, F ;
Lu, LY ;
Vu, V .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2003, 100 (11) :6313-6318
[9]  
Cucuringu M., ARXIV11091355
[10]   Inference and Phase Transitions in the Detection of Modules in Sparse Networks [J].
Decelle, Aurelien ;
Krzakala, Florent ;
Moore, Cristopher ;
Zdeborova, Lenka .
PHYSICAL REVIEW LETTERS, 2011, 107 (06)