Authors
Piet Van Mieghem, Huijuan Wang, Xin Ge, Siyu Tang, Fernando A Kuipers
Publication date
2010/8
Journal
The European Physical Journal B
Volume
76
Issue
4
Pages
643-652
Publisher
Springer-Verlag
Description
Newman’s measure for (dis)assortativity, the linear degree correlation coefficient , is reformulated in terms of the total number N k of walks in the graph with k hops. This reformulation allows us to derive a new formula from which a degree-preserving rewiring algorithm is deduced, that, in each rewiring step, either increases or decreases conform our desired objective. Spectral metrics (eigenvalues of graph-related matrices), especially, the largest eigenvalue of the adjacency matrix and the algebraic connectivity (second-smallest eigenvalue of the Laplacian) are powerful characterizers of dynamic processes on networks such as virus spreading and synchronization processes. We present various lower bounds for the largest eigenvalue of the adjacency matrix and we show, apart from some classes of graphs such as regular graphs or bipartite graphs, that the lower bounds for  …
Total citations
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Scholar articles
P Van Mieghem, H Wang, X Ge, S Tang, FA Kuipers - The European Physical Journal B, 2010