Regularized Class-Specific Subspace Classifier
文献类型：期刊论文
| 作者 | Zhang, Rui1; Nie, Feiping1; Li, Xuelong2,3
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| 刊名 | ieee transactions on neural networks and learning systems
 |
| 出版日期 | 2016 |
| 期号 | 99 |
| 关键词 | Optimization Translation (languages) |
| ISSN号 | 2162237x |
| 产权排序 | 2 |
| 通讯作者 | nie, feiping (feipingnie@gmail.com) |
| 英文摘要 | in this paper, we mainly focus on how to achieve the translated subspace representation for each class, which could simultaneously indicate the distribution of the associated class and the differences from its complementary classes. by virtue of the reconstruction problem, the class;specific subspace classifier (cssc) problem could be represented as a series of biobjective optimization problems, which minimize and maximize the reconstruction errors of the related class and its complementary classes, respectively. besides, the regularization term is specifically introduced to ensure the whole system's stability. accordingly, a regularized class;specific subspace classifier (rcssc) method can be further proposed based on solving a general quadratic ratio problem. the proposed rcssc method consistently converges to the global optimal subspace and translation under the variations of the regularization parameter. furthermore, the proposed rcssc method could be extended to the unregularized case, which is known as unregularized cssc (ucssc) method via orthogonal decomposition technique. as a result, the effectiveness and the superiority of both proposed rcssc and ucssc methods can be verified analytically and experimentally. © 2012 ieee. |
| 收录类别 | EI |
| 语种 | 英语 |
| 源URL | [http://ir.opt.ac.cn/handle/181661/28210]  |
| 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.School of Computer Science, Center for OPTical IMagery Analysis and Learning (OPTIMAL), Northwestern Polytechnical University, Xi'an, Shaanxi; 710072, China 2.Center for OPTical IMagery Analysis and Learning (OPTIMAL), State Key Laboratory of Transient Optics and Photonics, Xi'an, China 3.Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi'an, Shaanxi; 710119, China |
| 推荐引用方式 GB/T 7714 | Zhang, Rui,Nie, Feiping,Li, Xuelong. Regularized Class-Specific Subspace Classifier[J]. ieee transactions on neural networks and learning systems,2016(99). |
| APA | Zhang, Rui,Nie, Feiping,&Li, Xuelong.(2016).Regularized Class-Specific Subspace Classifier.ieee transactions on neural networks and learning systems(99). |
| MLA | Zhang, Rui,et al."Regularized Class-Specific Subspace Classifier".ieee transactions on neural networks and learning systems .99(2016). |
入库方式： OAI收割
来源：西安光学精密机械研究所
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