Higher-order interactions shape collective dynamics differently in hypergraphs and simplicial complexes
Santa Fe Institute · Institute for Scientific Interchange · +2 more institutions
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…
Citation impact
- FWCI
- 32.28
- Percentile
- 100%
- References
- 88
Authors
3Topics & keywords
- Hypergraph
- Pairwise comparison
- Synchronization (alternating current)
- Order (exchange)
- Simplicial complex
- Representation (politics)
- Abstract simplicial complex
- Mathematics