RMIT University
Browse

Latent Network Features and Overlapping Community Discovery via Boolean Intersection Representations

journal contribution
posted on 2024-11-01, 10:15 authored by Son Hoang DauSon Hoang Dau, Olgica Milenkovic
We propose a new latent Boolean feature model for complex networks that capture different types of node interactions and network communities. The model is based on a new concept in graph theory, termed the Boolean intersection representation of a graph, which generalizes the notion of an intersection representation. We mostly focus on one form of Boolean intersection, termed cointersection, and describe how to use this representation to deduce node feature sets and their communities. We derive several general bounds on the minimum number of features used in cointersection representations and discuss graph families for which exact cointersection characterizations are possible. Our results also include algorithms for finding optimal and approximate cointersection representations of a graph.

History

Journal

IEEE/ACM Transactions on Networking

Volume

25

Number

8004484

Issue

5

Start page

3219

End page

3234

Total pages

16

Publisher

IEEE

Place published

United States

Language

English

Copyright

© 2017 IEEE

Former Identifier

2006092939

Esploro creation date

2020-06-22

Fedora creation date

2019-08-06

Usage metrics

    Scholarly Works

    Exports

    RefWorks
    BibTeX
    Ref. manager
    Endnote
    DataCite
    NLM
    DC