Effect of unfolding on the spectral statistics of adjacency matrices of complex networks

被引:20
作者
Abuelenin, Sherif M. [1 ,2 ]
Abul-Magd, Adel Y. [2 ,3 ]
机构
[1] Port Said Univ, Fac Engn, Port Said, Egypt
[2] Sinai Univ, Fac Engn Sci, Al Arish, Egypt
[3] Zagazig Univ, Fac Sci, Zagazig, Egypt
来源
COMPLEX ADAPTIVE SYSTEMS 2012 | 2012年 / 12卷
关键词
Random matrix theory; unfolding; adjacency matrix; network analysis;
D O I
10.1016/j.procs.2012.09.031
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Random matrix theory is finding an increasing number of applications in the context of information theory and communication systems, especially in studying the properties of complex networks. Such properties include short-term and long-term correlation. We study the spectral fluctuations of the adjacency of networks using random-matrix theory. We consider the influence of the spectral unfolding, which is a necessary procedure to remove the secular properties of the spectrum, on different spectral statistics. We find that, while the spacing distribution of the eigenvalues shows little sensitivity to the unfolding method used, the spectral rigidity has greater sensitivity to unfolding.
引用
收藏
页码:69 / 74
页数:6
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