The update process of the structure centers on the Football network when initialized by Algorithm 1.

<p>(a) The ground-truth 12 communities in the Football network; (b) Initial structure centers selected by Algorithm 1 are located in 8 communities; (c) 3rd update iteration: structure centers are located in 9 communities; (d) 10th update iteration: structure centers are located in 11 communiti...

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محفوظ في:

التفاصيل البيبلوغرافية
المؤلف الرئيسي:	Bing Guo (25387) (author)
مؤلفون آخرون:	Liping Deng (756374) (author), Tao Lian (10662498) (author)
منشور في:	2025
الموضوعات:	Biochemistry Environmental Sciences not elsewhere classified Biological Sciences not elsewhere classified Mathematical Sciences not elsewhere classified Information Systems not elsewhere classified refinement process yields extensive experiments demonstrate corresponding induced subgraph structure centers based representative structure centers refined structure centers initial structure centers inappropriate structure centers highest structure importance current structure centers label propagation ability temporary graph partition structure center refinement realize community detection community detection performance graph convolutional network labeled set expansion gcn ), considering structure center community structure network topology label information various graph labeled set labeled nodes graph topology graph convolution entire graph two steps structured data shallow gcn recently exploited proposed approach localized filter limited amount iteratively refine highly dependent gcn improves final gcn efficient approach classical problem adverse effect
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The update process of the structure centers on the Football network when initialized by Algorithm 1.

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