On finite mixture modeling and model-based clustering of directed weighted multilayer networks

作者:

Highlights:

• Proposed methodology for clustering unilayer and multilayer directed weighted networks.

• Proposed a computationally efficient approach to address computing issues related to the dependent structure of network data.

• Illustrated the developed methodology on simulated and real-life data, with good results.

摘要

•Proposed methodology for clustering unilayer and multilayer directed weighted networks.•Proposed a computationally efficient approach to address computing issues related to the dependent structure of network data.•Illustrated the developed methodology on simulated and real-life data, with good results.

论文关键词:Model-based clustering,Directed network,Weighted network,Multilayer network,MCMC

论文评审过程:Received 12 May 2019, Revised 29 October 2019, Accepted 6 September 2020, Available online 18 September 2020, Version of Record 30 January 2021.

论文官网地址:https://doi.org/10.1016/j.patcog.2020.107641