Author： Marrec Loïc Jalan Sarika
Publisher： Edp Sciences
E-ISSN： 1286-4854|117|4|48001-48001
ISSN： 0295-5075
Source： EPL (EUROPHYSICS LETTERS), Vol.117, Iss.4, 2017-04, pp. : 48001-48001
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Abstract
Many real-world networks exhibit a high degeneracy at few eigenvalues. We show that a simple transformation of the network's adjacency matrix provides an understanding to the origins of the occurrence of high multiplicities in the networks spectra. We find that the eigenvectors associated with the degenerate eigenvalues shed light on the structures contributing to the degeneracy. Since these degeneracies are rarely observed in model graphs, we present results for various cancer networks. This approach gives the opportunity to search for structures contributing to degeneracy which might have an important role in a network.
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