activity
20142022
most citedNode and layer eigenvector centralities for multiplex networks

84 citations · 126 across the 6 of their papers we have counts for

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7 papers · 1 filter

cs.SI2020

A Theory for Backtrack-Downweighted Walks

Francesca Arrigo, Desmond J. Higham, Vanni Noferini

We develop a complete theory for the combinatorics of walk-counting on a directed graph in the case where each backtracking step is downweighted by a given factor. By deriving expr…

cs.SI2019★ 18 cited

A framework for second order eigenvector centralities and clustering coefficients

Francesca Arrigo, Desmond J. Higham, Francesco Tudisco

We propose and analyse a general tensor-based framework for incorporating second order features into network measures. This approach allows us to combine traditional pairwise links…

cs.SI2018

Multi-Dimensional, Multilayer, Nonlinear and Dynamic HITS

Francesca Arrigo, Francesco Tudisco

We introduce a ranking model for temporal multi-dimensional weighted and directed networks based on the Perron eigenvector of a multi-homogeneous order-preserving map. The model ex…

cs.SI2017★ 84 cited

Node and layer eigenvector centralities for multiplex networks

Francesco Tudisco, Francesca Arrigo, Antoine Gautier

Eigenvector-based centrality measures are among the most popular centrality measures in network science. The underlying idea is intuitive and the mathematical description is extrem…

cs.SI2015

Edge modification criteria for enhancing the communicability of digraphs

Francesca Arrigo, Michele Benzi

We introduce new broadcast and receive communicability indices that can be used as global measures of how effectively information is spread in a directed network. Furthermore, we d…

cs.SI2014

Predicting triadic closure in networks using communicability distance functions

Ernesto Estrada, Francesca Arrigo

We propose a communication-driven mechanism for predicting triadic closure in complex networks. It is mathematically formulated on the basis of communicability distance functions t…

cs.SI2014

Updating and downdating techniques for optimizing network communicability

Francesca Arrigo, Michele Benzi

The total communicability of a network (or graph) is defined as the sum of the entries in the exponential of the adjacency matrix of the network, possibly normalized by the number…