Preprint
Gremban expansion for signed networks: algebraic and combinatorial foundations for community-faction detection
- Abstract:
-
This article deals with the characterization and detection of community and faction structures in signed networks. We approach the study of these mesoscale structures through the lens of the Gremban expansion. This graph operation lifts a signed graph to a larger unsigned graph, and allows the extension of standard techniques from unsigned to signed graphs. We develop the combinatorial and algebraic properties of the Gremban expansion, with a focus on its inherent involutive symmetry. The main technical result is a bijective correspondence between symmetry-respecting cut-sets in the Gremban expansion, and regular cut-sets and frustration sets in the signed graph (i.e., the combinatorial structures that underlie communities and factions respectively). This result forms the basis for our new approach to community–faction detection in signed networks, which makes use of spectral clustering techniques that naturally respect the required symmetries. We demonstrate how this approach distinguishes the two mesoscale structures, how to generalize the approach to multi-way clustering and discuss connections to network dynamical systems.
- Publication status:
- Published
- Peer review status:
- Not peer reviewed
Actions
Access Document
- Files:
-
-
(Preview, Pre-print, pdf, 1.9MB, Terms of use)
-
- Preprint server copy:
- 10.48550/arXiv.2509.14193
Authors
- Funder identifier:
- https://ror.org/0439y7842
- Grant:
- EP/V013068/1
- EP/V03474X/1
- EP/Y028872/1
- Preprint server:
- arXiv
- Publication date:
- 2025-09-17
- DOI:
- EISSN:
-
2331-8422
- Language:
-
English
- Pubs id:
-
2320324
- Local pid:
-
pubs:2320324
- Deposit date:
-
2025-11-18
- ARK identifier:
Terms of use
- Copyright holder:
- Diaz-Diaz et al
- Copyright date:
- 2025
- Rights statement:
- ©2025 The Authors. This paper is an open access article distributed under the terms of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/)
If you are the owner of this record, you can report an update to it here: Report update to this record