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
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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 …

Metrics for community analysis: A survey

T Chakraborty, A Dalmia, A Mukherjee… - ACM Computing Surveys …, 2017 - dl.acm.org
Detecting and analyzing dense groups or communities from social and information networks
has attracted immense attention over the last decade due to its enormous applicability in …

Community detection in graphs

S Fortunato - Physics reports, 2010 - Elsevier
The modern science of networks has brought significant advances to our understanding of
complex systems. One of the most relevant features of graphs representing real systems is …

Synchronization in complex networks

A Arenas, A Díaz-Guilera, J Kurths, Y Moreno, C Zhou - Physics reports, 2008 - Elsevier
Synchronization processes in populations of locally interacting elements are the focus of
intense research in physical, biological, chemical, technological and social systems. The …

Communities in networks

MA Porter, JP Onnela, PJ Mucha - 2009 - ams.org
“But although, as a matter of history, statistical mechanics owes its origin to investigations in
thermodynamics, it seems eminently worthy of an independent development, both on …

Laplacian dynamics and multiscale modular structure in networks

R Lambiotte, JC Delvenne, M Barahona - arXiv preprint arXiv:0812.1770, 2008 - arxiv.org
Most methods proposed to uncover communities in complex networks rely on their structural
properties. Here we introduce the stability of a network partition, a measure of its quality …

Stability of graph communities across time scales

JC Delvenne, SN Yaliraki… - Proceedings of the …, 2010 - National Acad Sciences
The complexity of biological, social, and engineering networks makes it desirable to find
natural partitions into clusters (or communities) that can provide insight into the structure of …

Community structure and scale-free collections of Erdős-Rényi graphs

C Seshadhri, TG Kolda, A Pinar - … Review E—Statistical, Nonlinear, and Soft …, 2012 - APS
Community structure plays a significant role in the analysis of social networks and similar
graphs, yet this structure is little understood and not well captured by most models. We …

Community structure in graphs

S Fortunato, C Castellano - arXiv preprint arXiv:0712.2716, 2007 - arxiv.org
Graph vertices are often organized into groups that seem to live fairly independently of the
rest of the graph, with which they share but a few edges, whereas the relationships between …