Signal propagation in complex networks

P Ji, J Ye, Y Mu, W Lin, Y Tian, C Hens, M Perc, Y Tang… - Physics reports, 2023 - Elsevier
Signal propagation in complex networks drives epidemics, is responsible for information
going viral, promotes trust and facilitates moral behavior in social groups, enables the …

From networks to optimal higher-order models of complex systems

R Lambiotte, M Rosvall, I Scholtes - Nature physics, 2019 - nature.com
From networks to optimal higher-order models of complex systems | Nature Physics Skip to main
content Thank you for visiting nature.com. You are using a browser version with limited support …

Community detection in networks: A user guide

S Fortunato, D Hric - Physics reports, 2016 - Elsevier
Community detection in networks is one of the most popular topics of modern network
science. Communities, or clusters, are usually groups of vertices having higher probability of …

Higher-order organization of complex networks

AR Benson, DF Gleich, J Leskovec - Science, 2016 - science.org
Networks are a fundamental tool for understanding and modeling complex systems in
physics, biology, neuroscience, engineering, and social science. Many networks are known …

[HTML][HTML] Random walks and diffusion on networks

N Masuda, MA Porter, R Lambiotte - Physics reports, 2017 - Elsevier
Random walks are ubiquitous in the sciences, and they are interesting from both theoretical
and practical perspectives. They are one of the most fundamental types of stochastic …

Simplicial closure and higher-order link prediction

AR Benson, R Abebe, MT Schaub… - Proceedings of the …, 2018 - National Acad Sciences
Networks provide a powerful formalism for modeling complex systems by using a model of
pairwise interactions. But much of the structure within these systems involves interactions …

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 …

The why, how, and when of representations for complex systems

L Torres, AS Blevins, D Bassett, T Eliassi-Rad - SIAM Review, 2021 - SIAM
Complex systems, composed at the most basic level of units and their interactions, describe
phenomena in a wide variety of domains, from neuroscience to computer science and …

Inference of hyperedges and overlapping communities in hypergraphs

M Contisciani, F Battiston, C De Bacco - Nature communications, 2022 - nature.com
Hypergraphs, encoding structured interactions among any number of system units, have
recently proven a successful tool to describe many real-world biological and social …

Random walks on hypergraphs

T Carletti, F Battiston, G Cencetti, D Fanelli - Physical review E, 2020 - APS
In the past 20 years network science has proven its strength in modeling many real-world
interacting systems as generic agents, the nodes, connected by pairwise edges …