Alternating Mahalanobis Distance Minimization for Accurate and Well-Conditioned CP Decomposition

The Condition Number of Join Decompositions

(2018) Paul Breiding et al.   SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS

Globally Convergent Jacobi-Type Algorithms for Simultaneous Orthogonal Symmetric Tensor Diagonalization

(2018) Jianze Li et al.   SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS

A Practical Randomized CP Tensor Decomposition

(2018) Casey Battaglino et al.   SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS

OUP accepted manuscript

(2018)   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Computing Dense Tensor Decompositions with Optimal Dimension Trees

(2018) Oguz Kaya et al.   ALGORITHMICA

Further results on Moore–Penrose inverses of tensors with application to tensor nearness problems

(2018) Maolin Liang et al.   COMPUTERS & MATHEMATICS WITH APPLICATIONS

Tensor Decomposition for Signal Processing and Machine Learning

(2017) Nicholas D. Sidiropoulos et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Singular vectors of orthogonally decomposable tensors

(2017) Elina Robeva et al.   LINEAR & MULTILINEAR ALGEBRA

Condition numbers for the tensor rank decomposition

(2017) Nick Vannieuwenhoven   LINEAR ALGEBRA AND ITS APPLICATIONS

Non-orthogonal tensor diagonalization

(2017) Petr Tichavský et al.   SIGNAL PROCESSING

Py SCF: the Python-based simulations of chemistry framework

(2017) Qiming Sun et al.   Wiley Interdisciplinary Reviews-Computational Molecular Science

Parallel algorithms for tensor completion in the CP format

(2016) Lars Karlsson et al.   PARALLEL COMPUTING

Orthogonal Decomposition of Symmetric Tensors

(2016) Elina Robeva   SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS

Exact line and plane search for tensor optimization

(2015) Laurent Sorber et al.   COMPUTATIONAL OPTIMIZATION AND APPLICATIONS

Tensor decomposition of EEG signals: A brief review

(2015) Fengyu Cong et al.   JOURNAL OF NEUROSCIENCE METHODS

Moore–Penrose inverse of tensors via Einstein product

(2015) Lizhu Sun et al.   LINEAR & MULTILINEAR ALGEBRA

Computing the Gradient in Optimization Algorithms for the CP Decomposition in Constant Memory through Tensor Blocking

(2015) Nick Vannieuwenhoven et al.   SIAM JOURNAL ON SCIENTIFIC COMPUTING

All Real Eigenvalues of Symmetric Tensors

(2014) Chun-Feng Cui et al.   SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS

Exploiting Symmetry in Tensors for High Performance: Multiplication with Symmetric Tensors

(2014) Martin D. Schatz et al.   SIAM JOURNAL ON SCIENTIFIC COMPUTING

Fluorescence spectroscopy and multi-way techniques. PARAFAC

(2013) Kathleen R. Murphy et al.   Analytical Methods

Fast Alternating LS Algorithms for High Order CANDECOMP/PARAFAC Tensor Factorizations

(2013) Anh-Huy Phan et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Most Tensor Problems Are NP-Hard

(2013) Christopher J. Hillar et al.   JOURNAL OF THE ACM

TheZ-eigenvalues of a symmetric tensor and its application to spectral hypergraph theory

(2013) Guoyin Li et al.   NUMERICAL LINEAR ALGEBRA WITH APPLICATIONS

Low Complexity Damped Gauss--Newton Algorithms for CANDECOMP/PARAFAC

(2013) Anh-Huy Phan et al.   SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS

Optimization-Based Algorithms for Tensor Decompositions: Canonical Polyadic Decomposition, Decomposition in Rank-$(L_r,L_r,1)$ Terms, and a New Generalization

(2013) Laurent Sorber et al.   SIAM JOURNAL ON OPTIMIZATION

Local Convergence of the Alternating Least Squares Algorithm for Canonical Tensor Approximation

(2012) André Uschmajew   SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS

A scalable optimization approach for fitting canonical tensor decompositions

(2011) Evrim Acar et al.   JOURNAL OF CHEMOMETRICS

Musings on multilinear fitting

(2011) Martin J. Mohlenkamp   LINEAR ALGEBRA AND ITS APPLICATIONS

Shifted Power Method for Computing Tensor Eigenpairs

(2011) Tamara G. Kolda et al.   SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS

Tensor Decompositions and Applications

(2009) Tamara G. Kolda et al.   SIAM REVIEW

Enhanced Line Search: A Novel Method to Accelerate PARAFAC

(2008) Myriam Rajih et al.   SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS

An enhanced line search scheme for complex-valued tensor decompositions. Application in DS-CDMA

(2007) Dimitri Nion et al.   SIGNAL PROCESSING