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    Fractional degree centrality for directed networks

    Kang-Ju Lee

    Ki-Ahm Lee and Woong Kook

    Taehun Lee*

    • *Contact author: taehun@konkuk.ac.kr

    Phys. Rev. E 113, 064310 – Published 22 June, 2026

    DOI: https://doi.org/10.1103/dndp-dd3p

    Abstract

    Degree centrality is one of the most fundamental measures of local importance in directed networks. Its fractional version is defined via the fractional directed Laplacian with parameter γ, a well-known nonlocal operator. When γ=1, the fractional centrality reduces to the out-degree centrality. In contrast to undirected networks, where the measure remains predominantly local as γ varies, we demonstrate that its intriguing behavior in directed networks reflects global effects beyond purely local contributions. We show that, in the limit γ→0+, the fractional centrality is characterized by rooted spanning trees, thereby quantifying how frequently each node acts as a broadcaster rather than a sink and reflecting its role in global information dissemination across the network. Through experiments on both real-world and random directed networks, we demonstrate the transition of the fractional centrality from a local measure to a global one as γ decreases from 1 to 0. These results establish the fractional centrality as a unifying framework integrating local and global influences in directed networks.

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