Modern temporal network theory: a colloquium

P Holme - The European Physical Journal B, 2015 - Springer
The power of any kind of network approach lies in the ability to simplify a complex system so
that one can better understand its function as a whole. Sometimes it is beneficial, however …

[PDF][PDF] A survey of results on mobile phone datasets analysis

VD Blondel, A Decuyper, G Krings - EPJ data science, 2015 - Springer
In this paper, we review some advances made recently in the study of mobile phone
datasets. This area of research has emerged a decade ago, with the increasing availability …

Detecting informative higher-order interactions in statistically validated hypergraphs

F Musciotto, F Battiston, RN Mantegna - Communications Physics, 2021 - nature.com
Recent empirical evidence has shown that in many real-world systems, successfully
represented as networks, interactions are not limited to dyads, but often involve three or …

A pólya urn approach to information filtering in complex networks

R Marcaccioli, G Livan - Nature communications, 2019 - nature.com
The increasing availability of data demands for techniques to filter information in large
complex networks of interactions. A number of approaches have been proposed to extract …

An evaluation tool for backbone extraction techniques in weighted complex networks

A Yassin, A Haidar, H Cherifi, H Seba, O Togni - Scientific Reports, 2023 - nature.com
Networks are essential for analyzing complex systems. However, their growing size
necessitates backbone extraction techniques aimed at reducing their size while retaining …

[HTML][HTML] Relatedness in the era of machine learning

A Tacchella, A Zaccaria, M Miccheli… - Chaos, Solitons & …, 2023 - Elsevier
Relatedness is a quantification of how much two human activities are similar in terms of the
inputs and contexts needed for their development. Under the idea that it is easier to move …

Motif discovery algorithms in static and temporal networks: A survey

A Jazayeri, CC Yang - Journal of Complex Networks, 2020 - academic.oup.com
Motifs are the fundamental components of complex systems. The topological structure of
networks representing complex systems and the frequency and distribution of motifs in these …

Empirical analyses of networks in finance

G Iori, RN Mantegna - Handbook of Computational Economics, 2018 - Elsevier
The recent global financial crisis has triggered a huge interest in the use of network
concepts and network tools to better understand how instabilities can propagate through the …

Meta-validation of bipartite network projections

G Cimini, A Carra, L Didomenicantonio… - Communications …, 2022 - nature.com
Monopartite projections of bipartite networks are useful tools for modeling indirect
interactions in complex systems. The standard approach to identify significant links is …