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Deep multi-view clustering algorithm with integrated auto-encoder and non-negative matrix factorization

delete2026-01-07
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PRE
AI
王德贤 cover
王德贤 (Dexian Wang)
S
Sha Yang
P
Ping Deng
Z
Zheng Yu
Q
Qiaofeng Wu
W
Wei Huang
P
Pengfei Zhang *
丁卫平 cover
丁卫平 (Weiping Ding) *
DOI:10.1016/j.asoc.2025.114552delete
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Abstract

Abstract

En 中文
• A multi-view clustering algorithm DMCAN based on auto-encoder and NMF is proposed. • DMCAN network is without back propagation. • DMCAN algorithm has good interpretability and can reach convergence quickly. • DMCAN can achieve well clustering results on large-scale multi-view datasets.

Journal

Applied Soft Computing cover
Applied Soft Computing
IF:
6.6
Papers:
1.4W
Citations:
4.8W

Organization

F
Fuzhou University
Scholars:
2.0K
Papers: 605
Citations: 3.4W
X
Xihua University
Scholars:
6.2K
Papers: 3.6K
Citations: 4.1K
C
Chengdu University of Traditional Chinese Medicine
Scholars:
1.1W
Papers: 5.2K
Citations: 8.4K
N
Nantong University
Scholars:
1.9W
Papers: 1.1W
Citations: 2.0W
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Cited Papers

Cited Papers

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err2023-07-01
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Semisupervised Adaptive Symmetric Non-Negative Matrix Factorization
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errJia, Yuheng; Liu, Hui; Hou, Junhui; Kwong, Sam
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errTang, Wenyi; Hui, Bei; Tian, Ling; Luo, Guangchun; He, Zaobo; Cai, Zhipeng
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