Title of article :
Identification of overlapping community structure in complex networks using fuzzy c-means clustering
Author/Authors :
Shihua Zhang، نويسنده , , Rui-Sheng Wang، نويسنده , , Xiangsun Zhang، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2007
Abstract :
Identification of (overlapping) communities/clusters in a complex network is a general problem in data mining of network data sets. In this paper, we devise a novel algorithm to identify overlapping communities in complex networks by the combination of a new modularity function based on generalizing NGʹs Q function, an approximation mapping of network nodes into Euclidean space and fuzzy c-means clustering. Experimental results indicate that the new algorithm is efficient at detecting both good clusterings and the appropriate number of clusters.
Journal title :
Physica A Statistical Mechanics and its Applications
Journal title :
Physica A Statistical Mechanics and its Applications