Disjoint and Non-Disjoint Community Detection with Control of Overlaps Between Communities

نویسندگان

چکیده

Overlapping community detection has become an important challenge in networks analysis that motivates researchers to propose methods best fit existing complex and non-disjoint structures real-world such as social, scientific collaborative networks. Existing overlapping usually build large overlaps between communities, larger than expected, do not allow users interact with the system regulate this size, except those allowing include hard constraints. To solve these issues, we a novel method, referred CDCO, which easily allows communities based on relationships nodes network. In same way analysts control number of or minimal actors community, CDCO using $$\alpha$$ parameter can favor penalize overlaps. The regulation is introduced objective criterion optimized iteratively during process. Extensive experiments, conducted both simulated having different sizes overlaps, show importance when partitioning network needed outperforms conventional terms F-measure NMI.

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ژورنال

عنوان ژورنال: SN computer science

سال: 2021

ISSN: ['2661-8907', '2662-995X']

DOI: https://doi.org/10.1007/s42979-020-00391-w