Higher-order singular value decomposition

Results: 32



#Item
21Tensors / Rank / Multilinear algebra / Principal component analysis / Singular value decomposition / Numerical linear algebra / Multilinear subspace learning / Higher-order singular value decomposition / Algebra / Linear algebra / Mathematics

Workshop Report1 Future Directions in Tensor-Based Computation and Modeling May 1, 2009 Evrim Acar

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Source URL: www.cs.cornell.edu

Language: English - Date: 2009-05-13 15:14:01
22Singular value decomposition / Multivariate statistics / Matrix theory / Functional analysis / Principal component analysis / Two-dimensional singular value decomposition / Higher-order singular value decomposition / Eigenvalues and eigenvectors / Singular value / Algebra / Linear algebra / Mathematics

N-Dimensional Principal Component Analysis Hongchuan YU and Jian J. ZHANG NCCA, Bournemouth University Abstract In this paper, we first briefly introduce the multidimensional Principal Component Analysis (PCA) techniques

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Source URL: eprints.bournemouth.ac.uk

Language: English - Date: 2010-07-28 12:35:21
23Diffusion MRI / Symmetric tensor / Statistics / Array data type / Multilinear algebra / Multilinear subspace learning / Higher-order singular value decomposition / Tensors / Mathematics / Physics

nce upon a time, digital information was scarce. No more. According to IBM we create 2.5 quintillion bytes of data each day. Ninety percent of the digital data in the world right now was created in the past two years.

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Source URL: www.sandia.gov

Language: English - Date: 2013-10-07 18:46:16
24Latent semantic indexing / Singular value decomposition / Higher-order singular value decomposition / Tensor / Google Search / Latent semantic analysis / Rank / Personalized search / Yahoo! / Information science / Information retrieval / Algebra

CubeSVD: A Novel Approach to Personalized Web Search∗ Jian-Tao Sun Hua-Jun Zeng Huan Liu

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Source URL: www2005.org

Language: English - Date: 2005-03-31 05:16:55
25Singular value decomposition / Matrix theory / Bayesian statistics / Estimation theory / Principal component analysis / Normal distribution / Eigenvalues and eigenvectors / Tensor product / Higher-order singular value decomposition / Algebra / Linear algebra / Mathematics

Infinite Tucker Decomposition: Nonparametric Bayesian Models for Multiway Data Analysis Zenglin Xu, Feng Yan {XU 218, YAN 12}@ PURDUE . EDU Department of Computer Science, Purdue University, West Lafayette, IN[removed]USA

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Source URL: icml.cc

Language: English - Date: 2012-06-07 13:20:16
26Abstract algebra / Tensors / Multilinear algebra / Tensor / Singular value decomposition / Higher-order singular value decomposition / Linear map / Matrix / Vector space / Algebra / Mathematics / Linear algebra

Multi-Linear Mappings, SVD, HOSVD, and the Numerical Solution of Ill-Conditioned Tensor Least Squares Problems Lars Eld´en Department of Mathematics, Link¨ oping University

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Source URL: www.models.kvl.dk

Language: English - Date: 2010-06-28 07:27:42
27Data analysis / Matrix theory / Numerical linear algebra / Normal distribution / Singular value decomposition / Multivariate normal distribution / Higher-order singular value decomposition / Matrix / Orthogonal matrix / Statistics / Algebra / Linear algebra

Equivariant and scale-free Tucker decomposition models Peter David Hoff1 Working Paper no. 142 Center for Statistics and the Social Sciences University of Washington Seattle, WA[removed]

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Source URL: www.csss.washington.edu

Language: English - Date: 2013-12-31 13:11:39
28Multivariate statistics / Multilinear algebra / Matrix theory / Tensors / CP decomposition / Tucker decomposition / Higher-order singular value decomposition / Chemometrics / Matricization / Algebra / Statistics / Linear algebra

Unsupervised Multiway Data Analysis: A Literature Survey Evrim Acar

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Source URL: www.cs.rpi.edu

Language: English - Date: 2007-03-08 13:24:34
29Tensors / Matrices / Multilinear algebra / Singular value decomposition / Higher-order singular value decomposition / Tensor / Rank / Outer product / Matrix / Algebra / Linear algebra / Mathematics

c 2000 Society for Industrial and Applied Mathematics SIAM J. MATRIX ANAL. APPL.

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Source URL: perso-etis.ensea.fr

Language: English - Date: 2005-06-14 09:20:22
30Multilinear algebra / Tensors / Dimension reduction / Machine learning / Multilinear principal-component analysis / Multilinear subspace learning / Higher-order singular value decomposition / Principal component analysis / Singular value decomposition / Algebra / Linear algebra / Mathematics

PDF Document

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Source URL: www.dsp.utoronto.ca

Language: English - Date: 2011-03-11 23:17:53
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