articleSIAM ReviewAug 1, 2023HYBRID OA

What Are Higher-Order Networks?

Vrije Universiteit Amsterdam · University of Hawaiʻi at Mānoa · +3 more institutions

Indexed inarxivcrossref

Abstract

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 perspective derives its success from the relative simplicity of graphs: A graph consists of nothing more than a set of vertices and a set of edges, describing relationships between pairs of such vertices. This simple combinatorial structure makes graphs interpretable and flexible modeling tools. The simplicity of graphs as system models, however, has been scrutinized in the literature recently. Specifically, it has been argued from a variety of different angles that there is a need for higher-order networks, which go beyond the…

Citation impact

311
total citations
FWCI
46.68
Percentile
100%
References
345
Citations per year

Authors

4

Topics & keywords

Keywords
  • Pairwise comparison
  • Simplicity
  • Computer science
  • Theoretical computer science
  • Graph
  • Perspective (graphical)
  • Set (abstract data type)
  • Artificial intelligence
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