Diverse Deep Matrix Factorization With Hypergraph Regularization for Multi-View Data Representation
文献类型：期刊论文
| 作者 | Haonan Huang; Guoxu Zhou; Naiyao Liang; Qibin Zhao; Shengli Xie |
| 刊名 | IEEE/CAA Journal of Automatica Sinica
 |
| 出版日期 | 2023 |
| 卷号 | 10期号:11页码:2154-2167 |
| ISSN号 | 2329-9266 |
| 关键词 | Deep matrix factorization (DMF) diversity hypergraph regularization multi-view data representation (MDR) |
| DOI | 10.1109/JAS.2022.105980 |
| 英文摘要 | 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. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/52430]  |
| 专题 | 自动化研究所_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. |
入库方式： OAI收割
来源：自动化研究所
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