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Extending Undirected Graph Techniques to Directed Graphs via Category Theory

Authors :
Sebastian Pardo-Guerra
Vivek Kurien George
Vikash Morar
Joshua Roldan
Gabriel Alex Silva
Source :
Mathematics, Vol 12, Iss 9, p 1357 (2024)
Publication Year :
2024
Publisher :
MDPI AG, 2024.

Abstract

We use Category Theory to construct a ‘bridge’ relating directed graphs with undirected graphs, such that the notion of direction is preserved. Specifically, we provide an isomorphism between the category of simple directed graphs and a category we call ‘prime graphs category’; this has as objects labeled undirected bipartite graphs (which we call prime graphs), and as morphisms undirected graph morphisms that preserve the labeling (which we call prime graph morphisms). This theoretical bridge allows us to extend undirected graph techniques to directed graphs by converting the directed graphs into prime graphs. To give a proof of concept, we show that our construction preserves topological features when applied to the problems of network alignment and spectral graph clustering.

Details

Language :
English
ISSN :
22277390
Volume :
12
Issue :
9
Database :
Directory of Open Access Journals
Journal :
Mathematics
Publication Type :
Academic Journal
Accession number :
edsdoj.8ba4926cab4041008207dcb00b457a76
Document Type :
article
Full Text :
https://doi.org/10.3390/math12091357