Moment-Based Spectral Analysis of Random Graphs with Given Expected Degrees

IEEE Transactions on Network Science and Engineering(2017)

引用 7|浏览20
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摘要
We analyze the eigenvalues of a random graph ensemble, proposed by Chung and Lu, in which a given sequence of expected degrees, denoted by $\overline{w}_n = (w^{(n)}_1,\ldots, w^{(n)}_n)$ , is prescribed on the $n$ nodes of a random graph. We focus on the eigenvalues of the normalized (random) adjacency matrix of the graph ensemble, defined as $\mathbf {A}_n$ $=$ $\sqrt{n\rho _n}[\mathbf {a}^{...
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关键词
Eigenvalues and eigenfunctions,Analytical models,Symmetric matrices,Spectral analysis,Closed-form solutions,Graph theory
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