Abstract
Community detection is a hot issue in the study of complex networks. Many community detection algorithms have been put forward in different fields. But most of the existing community detection algorithms are used to find disjoint community structure. In order to make full use of the disjoint community detection algorithms to adapt to the new demand of overlapping community detection, this paper proposes an overlapping community detection algorithm extended from disjoint community structure by selecting overlapping nodes (ONS-OCD). In the algorithm, disjoint community structure with high qualities is firstly taken as input, then, potential members of each community are identified. Overlapping nodes are determined according to the node contribution to the community. Finally, adding overlapping nodes to all communities they belong to and get the final overlapping community structure. ONS-OCD algorithm reduces the computation of judging overlapping nodes by narrowing the scope of the potential member nodes of each community. Experimental results both on synthetic and real networks show that the community detection quality of ONS-OCD algorithm is better than several other representative overlapping community detection algorithms.
Keywords
MSC
68-Q87
Cite this article
@article{cai-3743,
author = {Yan Xing and Fanrong Meng and Yong Zhou and Guibin Sun and Zhixiao Wang},
title = {Overlapping Community Detection Extended from Disjoint Community Structure},
journal = {Computing and Informatics},
volume = {38},
number = {5},
pages = {1091--1110},
year = {2019},
issn = {1335-9150},
doi = {10.31577/cai_2019_5_1091}
}
TY - JOUR AU - Yan Xing AU - Fanrong Meng AU - Yong Zhou AU - Guibin Sun AU - Zhixiao Wang TI - Overlapping Community Detection Extended from Disjoint Community Structure JO - Computing and Informatics VL - 38 IS - 5 SP - 1091 EP - 1110 PY - 2019 SN - 1335-9150 DO - 10.31577/cai_2019_5_1091 UR - https://doi.org/10.31577/cai_2019_5_1091 KW - Disjoint community detection KW - overlapping community detection KW - potential member KW - overlapping node ER -
Xing, Y., Meng, F., Zhou, Y., Sun, G., & Wang, Z. (2019). Overlapping Community Detection Extended from Disjoint Community Structure. Computing and Informatics, 38(5), 1091–1110. https://doi.org/10.31577/cai_2019_5_1091