Export citation

Export citation

Choose format for download:

Download Citation

    Narrow scope for resolution-limit-free community detection

    V. A. Traag* and P. Van Dooren

    Y. Nesterov

    • ICTEAM, Université Catholique de Louvain, Bâtiment Euler, Avenue G. Lemaître 4, B-1348 Louvain-la Neuve, Belgium

    • CORE, Université Catholique de Louvain, Voie du Roman Pays 34, B-1348 Louvain-la Neuve, Belgium

    • *vincent.traag@uclouvain.be

    Phys. Rev. E 84, 016114 – Published 29 July, 2011

    DOI: https://doi.org/10.1103/PhysRevE.84.016114

    Abstract

    Detecting communities in large networks has drawn much attention over the years. While modularity remains one of the more popular methods of community detection, the so-called resolution limit remains a significant drawback. To overcome this issue, it was recently suggested that instead of comparing the network to a random null model, as is done in modularity, it should be compared to a constant factor. However, it is unclear what is meant exactly by “resolution-limit-free,” that is, not suffering from the resolution limit. Furthermore, the question remains what other methods could be classified as resolution-limit-free. In this paper we suggest a rigorous definition and derive some basic properties of resolution-limit-free methods. More importantly, we are able to prove exactly which class of community detection methods are resolution-limit-free. Furthermore, we analyze which methods are not resolution-limit-free, suggesting there is only a limited scope for resolution-limit-free community detection methods. Finally, we provide such a natural formulation, and show it performs superbly.

    Authorization Required

    We need you to provide your credentials before accessing this content.

    References (Subscription Required)

    Outline

    Information

    Sign In to Your Journals Account

    Filter

    Filter

    Article Lookup

    Enter a citation