English

A neurodynamic framework for local community extraction in networks

Social and Information Networks 2015-12-01 v1 Physics and Society

Abstract

To understand the structure and organization of a large-scale social, biological or technological network, it can be helpful to describe and extract local communities or modules of the network. In this article, we develop a neurodynamic framework to describe the local communities which correspond to the stable states of a neuro-system built based on the network. The quantitative criteria to describe the neurodynamic system can cover a large range of objective functions. The resolution limit of these functions enable us to propose a generic criterion to explore multi-resolution local communities. We explain the advantages of this framework and illustrate them by testing on a number of model and real-world networks.

Keywords

Cite

@article{arxiv.1511.09368,
  title  = {A neurodynamic framework for local community extraction in networks},
  author = {Shihua Zhang and Guanghua Hu and Wenwen Min},
  journal= {arXiv preprint arXiv:1511.09368},
  year   = {2015}
}

Comments

4 figures

R2 v1 2026-06-22T11:57:38.292Z