English

Communicability and multipartite structures in complex networks at negative absolute temperatures

Physics and Society 2009-06-02 v1 Statistical Mechanics

Abstract

We here present a method of clearly identifying multi-partite subgraphs in a network. The method is based on a recently introduced concept of the communicability, which very clearly identifies communities in a complex network. We here show that, while the communicability at a positive temperature is useful in identifying communities, the communicability at a negative temperature is useful in idenfitying multi-partitite subgraphs; the latter quantity between two nodes is positive when the two nodes belong to the same subgraph and is negative when not. The method is able to discover `almost' multi-partite structures, where inter-community connections vastly outweigh intracommunity connections. We illustrate the relevance of this work to real-life food web and protein-protein interaction networks.

Keywords

Cite

@article{arxiv.0905.4101,
  title  = {Communicability and multipartite structures in complex networks at negative absolute temperatures},
  author = {Ernesto Estrada and Desmond J. Higham and Naomichi Hatano},
  journal= {arXiv preprint arXiv:0905.4101},
  year   = {2009}
}

Comments

24 pages, 5 figures

R2 v1 2026-06-21T13:05:52.201Z