Deterministic Column-Based Matrix Decomposition

doi:10.1109/TKDE.2009.064

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	Deterministic Column-Based Matrix Decomposition
	Li, Xuelong 1; Pang, Yanwei 2; X. Li
作者部门	光学影像分析与学习中心
	2010
发表期刊	IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING
ISSN	1041-4347
卷号	22 期号:1 页码:145-149
摘要	In this paper, we propose a deterministic column-based matrix decomposition method. Conventional column-based matrix decomposition (CX) computes the columns by randomly sampling columns of the data matrix. Instead, the newly proposed method (termed as CX_D) selects columns in a deterministic manner, which well approximates singular value decomposition. The experimental results well demonstrate the power and the advantages of the proposed method upon three real-world data sets.
文章类型	Article
关键词	Matrix Decomposition Incremental Learning Feature Extraction Dimensionality Reduction
学科领域	计算机应用其他学科（含图像处理）
WOS标题词	Science & Technology ; Technology
DOI	10.1109/TKDE.2009.064
收录类别	SCI ; EI
关键词[WOS]	FEATURE-EXTRACTION ; FACE RECOGNITION ; CLASSIFICATION ; FACTORIZATION ; SUBSPACE
语种	英语
WOS研究方向	Computer Science ; Engineering
WOS类目	Computer Science, Artificial Intelligence ; Computer Science, Information Systems ; Engineering, Electrical & Electronic
WOS记录号	WOS:000271852200013
引用统计	被引频次：60[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.opt.ac.cn/handle/181661/8044
专题	光谱成像技术研究室
通讯作者	X. Li
作者单位	1.Chinese Acad Sci, State Key Lab Transient Opt & Photon, Xian Inst Opt & Precis Mech, Xian 710119, Shaanxi, Peoples R China 2.Tianjin Univ, Sch Elect Informat Engn, Tianjin 300072, Peoples R China
推荐引用方式 GB/T 7714	Li, Xuelong,Pang, Yanwei,X. Li. Deterministic Column-Based Matrix Decomposition[J]. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING,2010,22(1):145-149.
APA	Li, Xuelong,Pang, Yanwei,&X. Li.(2010).Deterministic Column-Based Matrix Decomposition.IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING,22(1),145-149.
MLA	Li, Xuelong,et al."Deterministic Column-Based Matrix Decomposition".IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING 22.1(2010):145-149.

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