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Multi-view subspace clustering
文献类型：会议论文
| 作者 | Gao, Hongchang1; Nie, Feiping1; Li, Xuelong2 ; Huang, Heng1
|
| 出版日期 | 2016 |
| 会议名称 | 15th ieee international conference on computer vision, iccv 2015 |
| 会议日期 | 2015-12-11 |
| 会议地点 | santiago, chile |
| 关键词 | Algorithms Clustering algorithms |
| 卷号 | 11;18;december;2015 |
| 页码 | 4238;4246 |
| 通讯作者 | gao, hongchang (hongchanggao@gmail.com) |
| 英文摘要 | for many computer vision applications, the data sets distribute on certain low;dimensional subspaces. subspace clustering is to find such underlying subspaces and cluster the data points correctly. in this paper, we propose a novel multi;view subspace clustering method. the proposed method performs clustering on the subspace representation of each view simultaneously. meanwhile, we propose to use a common cluster structure to guarantee the consistence among different views. in addition, an efficient algorithm is proposed to solve the problem. experiments on four benchmark data sets have been performed to validate our proposed method. the promising results demonstrate the effectiveness of our method. © 2015 ieee. |
| 收录类别 | EI |
| 产权排序 | 2 |
| 会议录 | proceedings ; 2015 ieee international conference on computer vision, iccv 2015
 |
| 会议录出版地 | institute of electrical and electronics engineers inc. |
| 语种 | 英语 |
| ISSN号 | 15505499 |
| ISBN号 | 9781467383912 |
| 源URL | [http://ir.opt.ac.cn/handle/181661/28330]  |
| 专题 | 西安光学精密机械研究所_光学影像学习与分析中心 |
| 作者单位 | 1.Computer Science and Engineering, University of Texas at Arlington, Arlington; TX; 76019, United States 2.Center for OPTIMAL, XIOPM, Chinese Academy of Sciences, Xi'an; 710119, China |
| 推荐引用方式 GB/T 7714 | Gao, Hongchang,Nie, Feiping,Li, Xuelong,et al. Multi-view subspace clustering[C]. 见:15th ieee international conference on computer vision, iccv 2015. santiago, chile. 2015-12-11. |
入库方式： OAI收割
来源：西安光学精密机械研究所
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