Multi-kernel graph fusion for spectral clustering

作者：

Highlights：

• The min–max weight strategy improves the quality of the combined kernel and the fusion graph.

• We theoretically and experimentally prove the convergence of our optimization method.

• The optimization method can easily be applied in all kinds of cases.

摘要

•The min–max weight strategy improves the quality of the combined kernel and the fusion graph.•We theoretically and experimentally prove the convergence of our optimization method.•The optimization method can easily be applied in all kinds of cases.

论文关键词：Multi-kernel learning,Affinity graph,Self-expression,Spectral clustering

论文评审过程：Received 7 March 2022, Revised 10 June 2022, Accepted 19 June 2022, Available online 28 June 2022, Version of Record 28 June 2022.

论文官网地址：https://doi.org/10.1016/j.ipm.2022.103003