Tensor rank decomposition

Results: 27



#Item
11Tensors / Multilinear algebra / Multivariate statistics / Matrix theory / Higher-order singular value decomposition / Singular value decomposition / Tensor / Rank / Outer product / Algebra / Linear algebra / Mathematics

From SIAM News, Volume 37, Number 9, NovemberDecomposing a Tensor By Misha Elena Kilmer and Carla D. Moravitz Martin Are there analogues to the SVD, LU, QR, and other matrix decompositions for tensors (i.e., highe

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Source URL: www.alterlab.org

Language: English - Date: 2013-11-22 15:41:36
12Binary operations / Tensors / Multilinear algebra / Tensor / Rank / Outer product / Homogeneous polynomial / Singular value decomposition / Matrix / Algebra / Linear algebra / Mathematics

SPLATT: Efficient and Parallel Sparse Tensor-Matrix Multiplication Shaden Smith∗ , Niranjay Ravindran† , Nicholas D. Sidiropoulos† , George Karypis∗ University of Minnesota, Minneapolis, MN 55455, U.S.A. ∗ {sha

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Source URL: glaros.dtc.umn.edu

Language: English - Date: 2015-04-19 01:48:43
13Tensors / Matrix theory / Data analysis / Multilinear algebra / Singular value decomposition / Symmetric tensor / Rank / Homogeneous polynomial / Covariance matrix / Algebra / Mathematics / Linear algebra

Journal of Machine Learning Research[removed]2832 Submitted 2/13; Revised 3/14; Published 8/14 Tensor Decompositions for Learning Latent Variable Models Animashree Anandkumar

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Source URL: jmlr.csail.mit.edu

Language: English - Date: 2014-10-04 14:56:37
14Tensors / Matrix theory / Numerical linear algebra / Dimension reduction / Singular value decomposition / Rank / Trace / Outer product / Principal component analysis / Algebra / Linear algebra / Mathematics

Approximate Low-Rank Tensor Learning Yaoliang Yu Dept of Machine Learning Carnegie Mellon University [removed]

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Source URL: www.opt-ml.org

Language: English - Date: 2014-12-10 11:27:59
15Statistical natural language processing / Linear algebra / Markov models / Functional analysis / Numerical linear algebra / Singular value decomposition / Latent Dirichlet allocation / Rank / Topic model / Algebra / Mathematics / Statistics

Distributed Latent Dirichlet Allocation via Tensor Factorization Sergiy Matusevych Microsoft CISL [removed]

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Source URL: www.opt-ml.org

Language: English - Date: 2014-12-10 11:28:11
16Statistical natural language processing / Linear algebra / Markov models / Functional analysis / Numerical linear algebra / Singular value decomposition / Latent Dirichlet allocation / Rank / Topic model / Algebra / Mathematics / Statistics

Distributed Latent Dirichlet Allocation via Tensor Factorization Sergiy Matusevych Microsoft CISL [removed]

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Source URL: opt-ml.org

Language: English - Date: 2014-12-10 11:28:11
17Tensors / Multilinear algebra / Materials science / Mechanics / Tensor / Rank / Stress / Singular value decomposition / Homogeneous polynomial / Algebra / Linear algebra / Mathematics

SCENT: Scalable Compressed Monitoring of Evolving Multirelational Social Networks YU-RU LIN, K. SELC ¸ UK CANDAN, and HARI SUNDARAM, Arizona State University LEXING XIE, IBM T. J. Watson Research Center

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Source URL: users.cecs.anu.edu.au

Language: English - Date: 2012-01-15 19:15:14
18Tensors / 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
19Tensors / Matrix theory / Data analysis / Multilinear algebra / Singular value decomposition / Symmetric tensor / Rank / Homogeneous polynomial / Covariance matrix / Algebra / Mathematics / Linear algebra

Journal of Machine Learning Research[removed]2832 Submitted 2/13; Revised 3/14; Published 8/14 Tensor Decompositions for Learning Latent Variable Models Animashree Anandkumar

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Source URL: www.cs.columbia.edu

Language: English - Date: 2015-01-08 18:02:10
20Tensors / Abstract algebra / Matrix theory / Singular value decomposition / Markov chain / Rank / Eigenvalues and eigenvectors / Matrix / Vector space / Algebra / Mathematics / Linear algebra

JMLR: Workshop and Conference Proceedings vol[removed]–62 A Tensor Spectral Approach to Learning Mixed Membership Community Models Animashree Anandkumar

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Source URL: www.cs.columbia.edu

Language: English - Date: 2014-11-25 10:45:19
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