Joint learning of data recovering and graph contrastive denoising for incomplete multi-view clustering

Haiyue Wang, Quan Wang, Qiguang Miao, Xiaoke Ma

Abstract: Highlights•UGCF integrates data recovery, feature learning, and contrastive denoising for IMC.•UGCF introduces a graph contrastive constraint, ensuring the compactness of features.•UGCF removes the heterogeneity and noise of views by preserving intrinsic structure.•The experimental results prove that UGCF surpasses state-of-the-art baselines.