SPECTRAL STATISTICS OF ERDOS-RENYI GRAPHS I: LOCAL SEMICIRCLE LAW

被引:185
作者
Erdos, Laszlo [1 ]
Knowles, Antti [2 ]
Yau, Horng-Tzer [2 ]
Yin, Jun [3 ]
机构
[1] Univ Munich, Inst Math, D-80333 Munich, Germany
[2] Harvard Univ, Dept Math, Cambridge, MA 02138 USA
[3] Univ Wisconsin, Dept Math, Madison, WI 53706 USA
关键词
Erdos-Renyi graphs; local semicircle law; density of states; RANDOM MATRICES UNIVERSALITY; BULK UNIVERSALITY; WIGNER MATRICES; ORTHOGONAL POLYNOMIALS; EIGENVALUE; ASYMPTOTICS; EDGE; DELOCALIZATION; DEFORMATION; RESPECT;
D O I
10.1214/11-AOP734
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We consider the ensemble of adjacency matrices of Erdos-Renyi random graphs, that is, graphs on N vertices where every edge is chosen independently and with probability p equivalent to p(N). We rescale the matrix so that its bulk eigenvalues are of order one. We prove that, as long as pN -> infinity (with a speed at least logarithmic in N), the density of eigenvalues of the Erdos-Renyi ensemble is given by the Wigner semicircle law for spectral windows of length larger than N-1 (up to logarithmic corrections). As a consequence, all eigenvectors are proved to be completely delocalized in the sense that the l(infinity)-norms of the l(2)-normalized eigenvectors are at most of order N-1/2 with a very high probability. The estimates in this paper will be used in the companion paper [Spectral statistics of Erdos-Renyi graphs II: Eigenvalue spacing and the extreme eigenvalues (2011) Preprint] to prove the universality of eigenvalue distributions both in the bulk and at the spectral edges under the further restriction that pN >> N-2/3.
引用
收藏
页码:2279 / 2375
页数:97
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