The trade-off between topology and content in community detection: An adaptive encoder–decoder-based NMF approach
作者：
Highlights：
• ANMF is a novel community detection method based on balancing topology and content.
• ANMF imposes more constraints by using a decoder and an encoder simultaneously.
• ANMF considers two different mismatches between topology and content.
• ANMF presents better performance over the most related state-of-the-art efforts.
• ANMF shows good convergence performance and stability alike to similar method.
摘要
•ANMF is a novel community detection method based on balancing topology and content.•ANMF imposes more constraints by using a decoder and an encoder simultaneously.•ANMF considers two different mismatches between topology and content.•ANMF presents better performance over the most related state-of-the-art efforts.•ANMF shows good convergence performance and stability alike to similar method.
论文关键词：Non-negative matrix factorization,Community detection,Encoder–decoder,Network topology,Node attributes
论文评审过程：Received 28 October 2021, Revised 18 May 2022, Accepted 17 July 2022, Available online 21 July 2022, Version of Record 3 August 2022.
论文官网地址：https://doi.org/10.1016/j.eswa.2022.118230
