A hierarchical consensus learning model for deep multi-view document clustering

Ruina Bai, Ruizhang Huang, Yanping Chen, Yongbin Qin, Yong Xu, Qinghua Zheng

Abstract: Highlights•Addressing challenges, the proposed model introduces data-oriented CSeL and task-oriented CStC.•CSeL focuses on obtaining consensus semantics with a hybrid contrastive consensus objective.•CStC uses gated fusion and clustering-driven structure contrastive learning for consensus structure.•Implicit consensus semantics and structures within multi-view document data and tasks are learned.