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Structure-guided deep multi-view clustering

delete2025-07-05
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PRE
AI
J
Jinrong Cui
X
Xiaohuang Wu
H
Haitao Zhang
C
Chongjie Dong
文杰 cover
文杰 (Jie Wen)
DOI:10.1016/j.inffus.2025.103461delete
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Abstract

Abstract

En 中文
• Introduces a structure-guided deep multi-view clustering model to better exploit multi-view structural information. • Designs a cross-view consistency-based neighbor selection strategy to dynamically redefine positive pairs. • Employs a Gaussian distribution model to uncover latent structural relationships.
Keywords:
Multi-view clustering
Deep learning
Contrastive learning
Representation alignment

Journal

Information Fusion cover
Information Fusion
IF:
15.5
Papers:
4.3K
Citations:
2.7W

Organization

No organization information available
Cited Papers

Cited Papers

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err2024-10-28
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errGuoliang Zou; Yangdong Ye; Tongji Chen; Shizhe Hu
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