Consistent and diverse multi-View subspace clustering with structure constraint

作者：

Highlights：

• An exclusivity term is introduced to enforce the diversity of different views.

• Multi-view subspace representation is constrained to find the cluster structure.

• An effective optimization algorithm is proposed to solve the objective function.

• Experiments demonstrate that our algorithm outperforms state-of-the-art approaches.

摘要

•An exclusivity term is introduced to enforce the diversity of different views.•Multi-view subspace representation is constrained to find the cluster structure.•An effective optimization algorithm is proposed to solve the objective function.•Experiments demonstrate that our algorithm outperforms state-of-the-art approaches.

论文关键词：Subspace self-representation,Multi-view clustering,Consistency,Diversity,Clustering structure

论文评审过程：Received 11 May 2020, Revised 12 April 2021, Accepted 20 July 2021, Available online 22 July 2021, Version of Record 5 August 2021.

论文官网地址：https://doi.org/10.1016/j.patcog.2021.108196