Dynamics on higher-order networks: A review

S Majhi, M Perc, D Ghosh - Journal of the Royal Society …, 2022 - royalsocietypublishing.org
Network science has evolved into an indispensable platform for studying complex systems.
But recent research has identified limits of classical networks, where links connect pairs of …

[HTML][HTML] Networks beyond pairwise interactions: Structure and dynamics

F Battiston, G Cencetti, I Iacopini, V Latora, M Lucas… - Physics reports, 2020 - Elsevier
The complexity of many biological, social and technological systems stems from the richness
of the interactions among their units. Over the past decades, a variety of complex systems …

What are higher-order networks?

C Bick, E Gross, HA Harrington, MT Schaub - SIAM Review, 2023 - SIAM
Network-based modeling of complex systems and data using the language of graphs has
become an essential topic across a range of different disciplines. Arguably, this graph-based …

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 …

Random walks on simplicial complexes and the normalized Hodge 1-Laplacian

MT Schaub, AR Benson, P Horn, G Lippner… - SIAM Review, 2020 - SIAM
Using graphs to model pairwise relationships between entities is a ubiquitous framework for
studying complex systems and data. Simplicial complexes extend this dyadic model of …

Topological signal processing over simplicial complexes

S Barbarossa, S Sardellitti - IEEE Transactions on Signal …, 2020 - ieeexplore.ieee.org
The goal of this paper is to establish the fundamental tools to analyze signals defined over a
topological space, ie a set of points along with a set of neighborhood relations. This setup …

Multiorder Laplacian for synchronization in higher-order networks

M Lucas, G Cencetti, F Battiston - Physical Review Research, 2020 - APS
The emergence of synchronization in systems of coupled agents is a pivotal phenomenon in
physics, biology, computer science, and neuroscience. Traditionally, interaction systems …

Simplicial activity driven model

G Petri, A Barrat - Physical review letters, 2018 - APS
Many complex systems find a convenient representation in terms of networks: structures
made by pairwise interactions (links) of elements (nodes). For many biological and social …

Consensus dynamics on temporal hypergraphs

L Neuhäuser, R Lambiotte, MT Schaub - Physical Review E, 2021 - APS
We investigate consensus dynamics on temporal hypergraphs that encode network systems
with time-dependent, multiway interactions. We compare these consensus processes with …

Dynamics on networks with higher-order interactions

Z Gao, D Ghosh, HA Harrington, JG Restrepo… - … Journal of Nonlinear …, 2023 - pubs.aip.org
The study of dynamical processes in networked systems is one of the central problems in
complexity science. 1, 2 Even simple dynamical systems, when connected with each other …