articleNature CommunicationsMar 23, 2023GOLD OA

Higher-order interactions shape collective dynamics differently in hypergraphs and simplicial complexes

Santa Fe Institute · Institute for Scientific Interchange · +2 more institutions

PubMed
Indexed incrossrefdoajpubmed

Abstract

Higher-order networks have emerged as a powerful framework to model complex systems and their collective behavior. Going beyond pairwise interactions, they encode structured relations among arbitrary numbers of units through representations such as simplicial complexes and hypergraphs. So far, the choice between simplicial complexes and hypergraphs has often been motivated by technical convenience. Here, using synchronization as an example, we demonstrate that the effects of higher-order interactions are highly representation-dependent. In particular, higher-order interactions typically enhance synchronization in hypergraphs but have the opposite effect in simplicial complexes. We provide theoretical insight…

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205
total citations
FWCI
32.28
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100%
References
88
Citations per year

Authors

3

Topics & keywords

Keywords
  • Hypergraph
  • Pairwise comparison
  • Synchronization (alternating current)
  • Order (exchange)
  • Simplicial complex
  • Representation (politics)
  • Abstract simplicial complex
  • Mathematics
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