中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Regularized Class-Specific Subspace Classifier

文献类型:期刊论文

作者Zhang, Rui1; Nie, Feiping1; Li, Xuelong2,3
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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