A fuzzy cluster-validity index based on the topology structure and node attribute in complex networks

作者:

Highlights:

• Proposing a fuzzy validity index based on link information and node attributes.

• Calculating the compactness and separation between clusters in the proposed index.

• Fuzzy validity index that makes it possible for overlapping clusters.

摘要

•Proposing a fuzzy validity index based on link information and node attributes.•Calculating the compactness and separation between clusters in the proposed index.•Fuzzy validity index that makes it possible for overlapping clusters.

论文关键词:Attribute similarity,Cluster validity,Community detection,Fuzzy c-means clustering,Structural similarity

论文评审过程:Received 18 November 2020, Revised 13 July 2021, Accepted 12 September 2021, Available online 22 September 2021, Version of Record 6 October 2021.

论文官网地址:https://doi.org/10.1016/j.eswa.2021.115913