Diverse Deep Matrix Factorization With Hypergraph Regularization for Multi-View Data Representation

doi:10.1109/JAS.2022.105980

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	Diverse Deep Matrix Factorization With Hypergraph Regularization for Multi-View Data Representation
	Haonan Huang; Guoxu Zhou; Naiyao Liang; Qibin Zhao; Shengli Xie
发表期刊	IEEE/CAA Journal of Automatica Sinica
ISSN	2329-9266
	2023
卷号	10 期号:11 页码:2154-2167
摘要	Deep matrix factorization (DMF) has been demonstrated to be a powerful tool to take in the complex hierarchical information of multi-view data (MDR). However, existing multi-view DMF methods mainly explore the consistency of multi-view data, while neglecting the diversity among different views as well as the high-order relationships of data, resulting in the loss of valuable complementary information. In this paper, we design a hypergraph regularized diverse deep matrix factorization (HDDMF) model for multi-view data representation, to jointly utilize multi-view diversity and a high-order manifold in a multi-layer factorization framework. A novel diversity enhancement term is designed to exploit the structural complementarity between different views of data. Hypergraph regularization is utilized to preserve the high-order geometry structure of data in each view. An efficient iterative optimization algorithm is developed to solve the proposed model with theoretical convergence analysis. Experimental results on five real-world data sets demonstrate that the proposed method significantly outperforms state-of-the-art multi-view learning approaches.
关键词	Deep matrix factorization (DMF) diversity hypergraph regularization multi-view data representation (MDR)
DOI	10.1109/JAS.2022.105980
引用统计	被引频次：13[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/52430
专题	学术期刊_IEEE/CAA Journal of Automatica Sinica
推荐引用方式 GB/T 7714	Haonan Huang,Guoxu Zhou,Naiyao Liang,et al. Diverse Deep Matrix Factorization With Hypergraph Regularization for Multi-View Data Representation[J]. IEEE/CAA Journal of Automatica Sinica,2023,10(11):2154-2167.
APA	Haonan Huang,Guoxu Zhou,Naiyao Liang,Qibin Zhao,&Shengli Xie.(2023).Diverse Deep Matrix Factorization With Hypergraph Regularization for Multi-View Data Representation.IEEE/CAA Journal of Automatica Sinica,10(11),2154-2167.
MLA	Haonan Huang,et al."Diverse Deep Matrix Factorization With Hypergraph Regularization for Multi-View Data Representation".IEEE/CAA Journal of Automatica Sinica 10.11(2023):2154-2167.

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