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Local and global structure double fusion embedding deep non-negative matrix factorization for multi-view clustering

delete2025-11-06
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PRE
AI
S
Songtao Li
J
Jiaxin Yuan
X
Xi Hu
唐厂 (Chang Tang)
DOI:10.1016/j.eswa.2025.130208delete
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Abstract

Abstract

En 中文
• Proposes LFGNMF framework integrating local and global graph structures for multi-view clustering. • Introduces dual adaptive graph regularization to optimize subspace learning and fusion jointly. • Develops efficient optimization algorithm with proven convergence and superior clustering accuracy.

Journal

Expert Systems with Applications cover
Expert Systems with Applications
IF:
7.5
Papers:
2.9W
Citations:
10.2W

Organization

C
China University of Geosciences
Scholars:
3.7W
Papers: 2.8W
Citations: 4.3W
J
jianghan university
Scholars:
3.5K
Papers: 2.2K
Citations: 6