作者
Hui-Jia Li, Yuhao Feng, Chengyi Xia, Jie Cao
发表日期
2023
期刊
ACM Transactions on Knowledge Discovery from Data
卷号
18
期号
1
页码范围
1–26
出版商
ACM
简介
Overlapping graph clustering is essential to understand the nature and behavior of real complex systems including human interactions, technical systems and transportation network. However, in addition of topological structure, many real-world networked systems contain spare factors, i.e., attributes of networks. Despite the considerable efforts that have been made in graph clustering, they only concentrate on the topological structure, which lack a profound understanding of cluster configuration on attributed graphs. To address this great challenge, in this article, we propose a new overlapping graph clustering algorithm by integrating the topological and attributive information into a cluster potential game (CPG). Firstly, a generalized definition of the utility function is provided, which measures the payoff of each node based on different node-to-cluster distance functions. It is worth mentioning that the model we …
引用总数
学术搜索中的文章
HJ Li, Y Feng, C Xia, J Cao - ACM Transactions on Knowledge Discovery from Data, 2023