Higher-order singular value decomposition

Results: 32



#Item
11Networks / Graph theory / Probability distributions / Machine learning / Statistical models / Community structure / Dirichlet distribution / Higher-order singular value decomposition / Stochastic block model / Gibbs sampling / Markov chain / Tensor

A Tensor Spectral Approach to Learning Mixed Membership Community Models arXiv:1302.2684v4 [cs.LG] 24 OctAnima Anandkumar1 , Rong Ge2 , Daniel Hsu3 , and Sham M. Kakade3

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Source URL: arxiv.org

Language: English - Date: 2013-10-27 21:56:48
12Multilinear algebra / Tensors / Multivariate statistics / Matrix theory / Linear algebra / Higher-order singular value decomposition / Outer product / Matrix decomposition / Rank / Mathematics of general relativity

Walk’n’Merge: A Scalable Algorithm for Boolean Tensor Factorization D´ora Erd˝os Pauli Miettinen

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Source URL: people.mpi-inf.mpg.de

Language: English - Date: 2013-12-06 18:36:48
13Matrix theory / Linear algebra / Numerical linear algebra / Multivariate statistics / Multilinear algebra / Higher-order singular value decomposition / Non-negative matrix factorization / Singular value decomposition / Tensor / Matrix / Rank / Orthogonal matrix

From SIAM News, Volume 39, Number 8, OctoberBridging the Gap Between Numerical Linear Algebra, Theoretical Computer Science, and Data Applications By Gene H. Golub, Michael W. Mahoney, Petros Drineas, and Lek-Heng

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Source URL: mmds-data.org

Language: English - Date: 2013-11-17 17:36:47
14Algebra / Mathematics / Linear algebra / Differential geometry / Multilinear algebra / Tensors / Binary operations / Metric tensor / Higher-order singular value decomposition

Spectral Methods for the Hierarchical Dirichlet Process Hsiao-Yu Fish Tung, Chao-Yuan Wu, Manzil Zaheer, Alexander J. Smola Machine Learning Department Carnegie Mellon University 5000 Forbes Ave, Pittsburgh, PA 15213

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Source URL: www.andrew.cmu.edu

Language: English - Date: 2016-04-25 14:45:05
15Multilinear algebra / Tensors / Differential geometry / Binary operations / Metric tensor / Higher-order singular value decomposition

Spectral Methods for the Hierarchical Dirichlet Process Hsiao-Yu Fish Tung, Chao-Yuan Wu, Manzil Zaheer, Alexander J. Smola Machine Learning Department Carnegie Mellon University 5000 Forbes Ave, Pittsburgh, PA 15213

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Source URL: manzil.ml

Language: English - Date: 2016-01-03 02:26:58
16Algebra / Mathematics / Linear algebra / Matrix theory / Higher-order singular value decomposition / Multilinear algebra / Singular value decomposition / Tensor / Normal distribution / Principal component analysis / Pi / Eigenvalues and eigenvectors

Spectral Methods for Indian Buffet Process Inference Hsiao-Yu Fish Tung Machine Learning Department Carnegie Mellon University Pittsburgh, PA 15213

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Source URL: sfish0101.bitbucket.org

Language: English - Date: 2016-03-17 01:27:45
17Algebra / Linear algebra / Mathematics / Multilinear algebra / Multivariate statistics / Matrix theory / Tensors / Higher-order singular value decomposition / Singular value decomposition / Rank / Kronecker product / Matrix

Accelerated Online Low-Rank Tensor Learning for Multivariate Spatio-Temporal Streams Rose Yu Dehua Cheng Yan Liu Department of Computer Science, University of Southern California

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Source URL: jmlr.org

Language: English - Date: 2015-09-16 19:38:50
18Matrix theory / Recommender systems / Collaboration / Linear algebra / Collaborative filtering / Singular value decomposition / Tensor / Higher-order singular value decomposition / Matrix / Personalization / Machine learning / Non-negative matrix factorization

Multiverse Recommendation: N-dimensional Tensor Factorization for Context-aware Collaborative Filtering Alexandros Karatzoglou Xavier Amatriain

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Source URL: www.nuriaoliver.com

Language: English - Date: 2016-02-16 11:13:00
19Algebra / Linear algebra / Mathematics / Multilinear algebra / Tensors / Higher-order singular value decomposition / Tensor / Singular value decomposition / Product / Mathematics of general relativity / Tensor field

Com2: Fast Automatic Discovery of Temporal (’Comet’) Communities Miguel Araujo1,5 , Spiros Papadimitriou2 , Stephan G¨ unnemann1 , Christos 1 3

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Source URL: www.cs.cmu.edu

Language: English - Date: 2014-01-11 11:04:12
20Tensors / 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
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