On the α-nonbacktracking centrality for complex networks: Existence and limit cases
Journal of Computational and Applied Mathematics(2019)
Abstract
Nonbactracking centrality was introduced as an attempt to correct some deficiencies of eigenvector centrality. In this work the α-nonbacktracking centrality is introduced as an extension that interpolates between the nonbacktracking centrality of the edges of a directed network and the eigenvector centrality of the corresponding directed line graph. The existence of this new α-nonbacktracking centrality is proved in terms of the connectivity of the original network.
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Key words
Nonbacktracking centrality,Alpha-centrality,Perturbative analysis of matrices,Spectral analysis of complex networks
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