We review the recent use of functions of matrices in the analysis of graphs and networks, with special focus on centrality and communicability measures and diffusion processes. Both undirected and directed networks are considered, as well as dynamic (temporal) networks. Computational issues are also addressed.

Matrix functions in network analysis

Benzi M.;Boito P.
2020

Abstract

We review the recent use of functions of matrices in the analysis of graphs and networks, with special focus on centrality and communicability measures and diffusion processes. Both undirected and directed networks are considered, as well as dynamic (temporal) networks. Computational issues are also addressed.
2020
Settore MAT/08 - Analisi Numerica
centrality; communicability; connectivity; diffusion; matrix functions; networks; numerical methods
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11384/89519
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