364 citations · 576 across the 22 of their papers we have counts for
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math.NA2013★ 121 cited
On the limiting behavior of parameter-dependent network centrality measures
Michele Benzi, Christine Klymko
We consider a broad class of walk-based, parameterized node centrality measures for network analysis. These measures are expressed in terms of functions of the adjacency matrix and…
math.NA2013★ 8 cited
Decay properties for functions of matrices over -algebras
Michele Benzi, Paola Boito
We extend previous results on the exponential off-diagonal decay of the entries of analytic functions of banded and sparse matrices to the case where the matrix entries are element…
cs.SI2013
Total communicability as a centrality measure
Michele Benzi, Christine Klymko
We examine a node centrality measure based on the notion of total communicability, defined in terms of the row sums of the exponential of the adjacency matrix of the network. We ar…