Extracting information from multiplex networks

J Iacovacci, G Bianconi - Chaos: An Interdisciplinary Journal of …, 2016 - pubs.aip.org
Multiplex networks are generalized network structures that are able to describe networks in
which the same set of nodes are connected by links that have different connotations …

Impact of hierarchical modular structure on ranking of individual nodes in directed networks

N Masuda, Y Kawamura, H Kori - New Journal of Physics, 2009 - iopscience.iop.org
Many systems, ranging from biological and engineering systems to social systems, can be
modeled as directed networks, with links representing directed interaction between two …

Multiplex pagerank

A Halu, RJ Mondragón, P Panzarasa, G Bianconi - PloS one, 2013 - journals.plos.org
Many complex systems can be described as multiplex networks in which the same nodes
can interact with one another in different layers, thus forming a set of interacting and co …

A biplex approach to PageRank centrality: From classic to multiplex networks

F Pedroche, M Romance, R Criado - Chaos: An Interdisciplinary …, 2016 - pubs.aip.org
In this paper, we present a new view of the PageRank algorithm inspired by multiplex
networks. This new approach allows to introduce a new centrality measure for classic …

Tunable eigenvector-based centralities for multiplex and temporal networks

D Taylor, MA Porter, PJ Mucha - Multiscale Modeling & Simulation, 2021 - SIAM
Characterizing the importances (ie, centralities) of nodes in social, biological, and
technological networks is a core topic in both network analysis and data science. We …

Assessing the relevance of node features for network structure

G Bianconi, P Pin, M Marsili - Proceedings of the National …, 2009 - National Acad Sciences
Networks describe a variety of interacting complex systems in social science, biology, and
information technology. Usually the nodes of real networks are identified not only by their …

Multidimensional networks: foundations of structural analysis

M Berlingerio, M Coscia, F Giannotti, A Monreale… - World Wide Web, 2013 - Springer
Complex networks have been receiving increasing attention by the scientific community,
thanks also to the increasing availability of real-world network data. So far, network analysis …

Functional multiplex pagerank

J Iacovacci, C Rahmede, A Arenas… - Europhysics …, 2016 - iopscience.iop.org
Recently it has been recognized that many complex social, technological and biological
networks have a multilayer nature and can be described by multiplex networks. Multiplex …

Classical and quantum random-walk centrality measures in multilayer networks

L Böttcher, MA Porter - SIAM Journal on Applied Mathematics, 2021 - SIAM
Multilayer network analysis is a useful approach for studying networks of entities that interact
with each other via multiple relationships. Classifying the importance of nodes and node …

m-PageRank: A NOVEL CENTRALITY MEASURE FOR MULTILAYER NETWORKS

J Cheriyan, GP Sajeev - Advances in Complex Systems, 2020 - World Scientific
A complex network is an explicit model for a real-world system such as technological
networks, social networks, business networks, and biological networks. The social network …