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Characterizing the Dynamical Importance of Network Nodes and Links

Characterizing the Dynamical Importance of Network Nodes and Links

The largest eigenvalue of the adjacency matrix of the networks is a key quantity determining several important dynamical processes on complex networks. Based on this fact, we present a quantitative, objective characterization of the dynamical importance of network nodes and links in terms of their effect on the largest eigenvalue. …