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SIAM Journal on Matrix Analysis and Applications

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Volume 30, Issue 3, pp. vii-1279

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Special Issue: Tensor Decompositions and Applications
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Special Issue on Tensor Decompositions and Applications

Lieven De Lathauwer, Pierre Comon, and Nicola Mastronardi

p. vii

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Tucker Dimensionality Reduction of Three-Dimensional Arrays in Linear Time

I. V. Oseledets, D. V. Savostianov, and E. E. Tyrtyshnikov

pp. 939-956

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Tensor-CUR Decompositions for Tensor-Based Data

Michael W. Mahoney, Mauro Maggioni, and Petros Drineas

pp. 957-987

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Low-Rank Approximation of Generic $p \timesq \times2$ Arrays and Diverging Components in the Candecomp/Parafac Model

Alwin Stegeman

pp. 988-1007

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Fast Multilinear Singular Value Decomposition for Structured Tensors

Roland Badeau and Rémy Boyer

pp. 1008-1021

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Decompositions of a Higher-Order Tensor in Block Terms—Part I: Lemmas for Partitioned Matrices

Lieven De Lathauwer

pp. 1022-1032

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Decompositions of a Higher-Order Tensor in Block Terms—Part II: Definitions and Uniqueness

Lieven De Lathauwer

pp. 1033-1066

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Decompositions of a Higher-Order Tensor in Block Terms—Part III: Alternating Least Squares Algorithms

Lieven De Lathauwer and Dimitri Nion

pp. 1067-1083

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Tensor Rank and the Ill-Posedness of the Best Low-Rank Approximation Problem

Vin de Silva and Lek-Heng Lim

pp. 1084-1127

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Enhanced Line Search: A Novel Method to Accelerate PARAFAC

Myriam Rajih, Pierre Comon, and Richard A. Harshman

pp. 1128-1147

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Sensitivity Analysis for the Problem of Matrix Joint Diagonalization

Bijan Afsari

pp. 1148-1171

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Lower-Rank Tensor Approximation and Multiway Filtering

Damien Muti, Salah Bourennane, and Julien Marot

pp. 1172-1204

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Newton Method for Joint Approximate Diagonalization of Positive Definite Hermitian Matrices

Marcel Joho

pp. 1205-1218

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A Jacobi-Type Method for Computing Orthogonal Tensor Decompositions

Carla D. Moravitz Martin and Charles F. Van Loan

pp. 1219-1232

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Tensor-Product Approximation to Multidimensional Integral Operators and Green's Functions

Wolfgang Hackbusch and Boris N. Khoromskij

pp. 1233-1253

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Symmetric Tensors and Symmetric Tensor Rank

Pierre Comon, Gene Golub, Lek-Heng Lim, and Bernard Mourrain

pp. 1254-1279

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