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Detecting overlapping communities by seed community in weighted complex networks

Author

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  • Li, Junqiu
  • Wang, Xingyuan
  • Eustace, Justine

Abstract

Detection of community structures in the weighted complex networks is significant to understand the network structures and analysis of the network properties. We present a unique algorithm to detect overlapping communities in the weighted complex networks with considerable accuracy. For a given weighted network, all the seed communities are first extracted. Then to each seed community, more community members are absorbed using the absorbing degree function. In addition, our algorithm successfully finds common nodes between communities. The experiments using some real-world networks show that the performance of our algorithm is satisfactory.

Suggested Citation

  • Li, Junqiu & Wang, Xingyuan & Eustace, Justine, 2013. "Detecting overlapping communities by seed community in weighted complex networks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 392(23), pages 6125-6134.
    • Handle: RePEc:eee:phsmap:v:392:y:2013:i:23:p:6125-6134
    DOI: 10.1016/j.physa.2013.07.066
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    References listed on IDEAS

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    1. Chen, Duanbing & Shang, Mingsheng & Lv, Zehua & Fu, Yan, 2010. "Detecting overlapping communities of weighted networks via a local algorithm," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 389(19), pages 4177-4187.
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    Citations

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    Cited by:

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    2. Guo, Wei-Feng & Zhang, Shao-Wu, 2016. "A general method of community detection by identifying community centers with affinity propagation," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 447(C), pages 508-519.
    3. Yang, Jin-Xuan & Zhang, Xiao-Dong, 2017. "Finding overlapping communities using seed set," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 467(C), pages 96-106.
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    6. Wang, Tao & Wang, Hongjue & Wang, Xiaoxia, 2015. "A novel cosine distance for detecting communities in complex networks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 437(C), pages 21-35.
    7. Delia Evelina Bruno & Francesco De Simone, 2024. "ASGM Mercury Discharges in Tropical Basins: Assessment of the Criticality of Their Geographical Distribution," Sustainability, MDPI, vol. 16(7), pages 1-15, April.
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    10. Chen, Yi & Wang, Xiaolong & Xiang, Xin & Tang, Buzhou & Chen, Qingcai & Fan, Shixi & Bu, Junzhao, 2017. "Overlapping community detection in weighted networks via a Bayesian approach," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 468(C), pages 790-801.

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