Method of Hybrid Approximations for Modelling of Multidimensional Nonlinear Systems
Multidimensional Systems and Signal Processing
TensorTextures: multilinear image-based rendering
ACM SIGGRAPH 2004 Papers
Out-of-core tensor approximation of multi-dimensional matrices of visual data
ACM SIGGRAPH 2005 Papers
Multidimensional filtering based on a tensor approach
Signal Processing
Tensor-CUR decompositions for tensor-based data
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Eigen-trend: trend analysis in the blogosphere based on singular value decompositions
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Algorithm 862: MATLAB tensor classes for fast algorithm prototyping
ACM Transactions on Mathematical Software (TOMS)
Survey on tensor signal algebraic filtering
Signal Processing
Handwritten digit classification using higher order singular value decomposition
Pattern Recognition
Interactive relighting with dynamic BRDFs
ACM SIGGRAPH 2007 papers
Hierarchical Tensor Approximation of Multi-Dimensional Visual Data
IEEE Transactions on Visualization and Computer Graphics
Tensor-product approximation to operators and functions in high dimensions
Journal of Complexity
A Tensor Approximation Approach to Dimensionality Reduction
International Journal of Computer Vision
ISTASC'06 Proceedings of the 6th WSEAS International Conference on Systems Theory & Scientific Computation
Uncorrelated multilinear principal component analysis through successive variance maximization
Proceedings of the 25th international conference on Machine learning
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Heterogeneous data fusion for alzheimer's disease study
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Incremental tensor analysis: Theory and applications
ACM Transactions on Knowledge Discovery from Data (TKDD)
Appearance Models for Medical Volumes with Few Samples by Generalized 3D-PCA
Neural Information Processing
Fast and Efficient Algorithms for Nonnegative Tucker Decomposition
ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks, Part II
Computing non-negative tensor factorizations
Optimization Methods & Software - Mathematical programming in data mining and machine learning
Robust foreground segmentation based on two effective background models
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Multidimensional Noise Removal Method Based on PARAFAC Decomposition
ACIVS '08 Proceedings of the 10th International Conference on Advanced Concepts for Intelligent Vision Systems
Dynamical low-rank approximation: applications and numerical experiments
Mathematics and Computers in Simulation
Robust Simultaneous Low Rank Approximation of Tensors
PSIVT '09 Proceedings of the 3rd Pacific Rim Symposium on Advances in Image and Video Technology
n-Mode Singular Vector Selection in Higher-Order Singular Value Decomposition
IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences
ICA '09 Proceedings of the 8th International Conference on Independent Component Analysis and Signal Separation
Learning optimal ranking with tensor factorization for tag recommendation
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
A unified tensor framework for face recognition
Pattern Recognition
Tensor decomposition in electronic structure calculations on 3D Cartesian grids
Journal of Computational Physics
Linear algebra for tensor problems
Computing
Collaborative resource discovery in social tagging systems
Proceedings of the 18th ACM conference on Information and knowledge management
IEEE Transactions on Neural Networks
Uncorrelated multilinear principal component analysis for unsupervised multilinear subspace learning
IEEE Transactions on Neural Networks
Sequential unfolding SVD for tensors with applications in array signal processing
IEEE Transactions on Signal Processing
Bidirectional visible neighborhood preserving embedding
Proceedings of the First International Conference on Internet Multimedia Computing and Service
Boosting discriminant learners for gait recognition using MPCA features
Journal on Image and Video Processing - Special issue on video-based modeling, analysis, and recognition of human motion
Singular value decompositions and low rank approximations of tensors
IEEE Transactions on Signal Processing
Imposing independence constraints in the CP model
ICA'07 Proceedings of the 7th international conference on Independent component analysis and signal separation
ACIVS'07 Proceedings of the 9th international conference on Advanced concepts for intelligent vision systems
Product form approximations for communicating Markov processes
Performance Evaluation
Fast subspace-based tensor data filtering
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
A general algebraic algorithm for blind extraction of one source in a MIMO convolutive mixture
IEEE Transactions on Signal Processing
Tensor-based spatial smoothing (TB-SS) using multiple snapshots
IEEE Transactions on Signal Processing
Journal of Computational and Applied Mathematics
An always convergent algorithm for the largest eigenvalue of an irreducible nonnegative tensor
Journal of Computational and Applied Mathematics
ANTS'10 Proceedings of the 7th international conference on Swarm intelligence
Tensor distance based multilinear locality-preserved maximum information embedding
IEEE Transactions on Neural Networks
Semidefinite relaxation bounds for bi-quadratic optimization problems with quadratic constraints
Journal of Global Optimization
Optimum subspace learning and error correction for tensors
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
Incremental Tensor Subspace Learning and Its Applications to Foreground Segmentation and Tracking
International Journal of Computer Vision
Tensor-based locally maximum margin classifier for image and video classification
Computer Vision and Image Understanding
Adaptive multi-cue tracking by online appearance learning
Neurocomputing
A survey of multilinear subspace learning for tensor data
Pattern Recognition
Approximation of $2^d\times2^d$ Matrices Using Tensor Decomposition
SIAM Journal on Matrix Analysis and Applications
Biquadratic Optimization Over Unit Spheres and Semidefinite Programming Relaxations
SIAM Journal on Optimization
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Matrix-variate and higher-order probabilistic projections
Data Mining and Knowledge Discovery
Homeomorphic manifold analysis: learning decomposable generative models for human motion analysis
WDV'05/WDV'06/ICCV'05/ECCV'06 Proceedings of the 2005/2006 international conference on Dynamical vision
Quantum Information & Computation
Common component analysis for multiple covariance matrices
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Detection of crossing white matter fibers with high-order tensors and rank-k decompositions
IPMI'11 Proceedings of the 22nd international conference on Information processing in medical imaging
Computers and Electrical Engineering
Dynamical Tensor Approximation
SIAM Journal on Matrix Analysis and Applications
Further Results for Perron-Frobenius Theorem for Nonnegative Tensors
SIAM Journal on Matrix Analysis and Applications
Quasi-Newton Methods on Grassmannians and Multilinear Approximations of Tensors
SIAM Journal on Scientific Computing
Tensor-Structured Galerkin Approximation of Parametric and Stochastic Elliptic PDEs
SIAM Journal on Scientific Computing
Numerical Solution of the Hartree-Fock Equation in Multilevel Tensor-Structured Format
SIAM Journal on Scientific Computing
SIAM Journal on Matrix Analysis and Applications
SIAM Journal on Scientific Computing
Dynamic texture analysis and synthesis using tensor decomposition
ISVC'06 Proceedings of the Second international conference on Advances in Visual Computing - Volume Part II
Facial expression analysis using nonlinear decomposable generative models
AMFG'05 Proceedings of the Second international conference on Analysis and Modelling of Faces and Gestures
Approximation of the electron density of Aluminium clusters in tensor-product format
Journal of Computational Physics
A tensor decomposition approach to data compression and approximation of ND systems
Multidimensional Systems and Signal Processing
On the computational benefit of tensor separation for high-dimensional discrete convolutions
Multidimensional Systems and Signal Processing
Towards scalable view-invariant gait recognition: multilinear analysis for gait
AVBPA'05 Proceedings of the 5th international conference on Audio- and Video-Based Biometric Person Authentication
Hybrid clustering of multiple information sources via HOSVD
ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part II
Modeling and multiway analysis of chatroom tensors
ISI'05 Proceedings of the 2005 IEEE international conference on Intelligence and Security Informatics
MRCS'06 Proceedings of the 2006 international conference on Multimedia Content Representation, Classification and Security
K-clustered tensor approximation: A sparse multilinear model for real-time rendering
ACM Transactions on Graphics (TOG)
Journal of Biomedical Imaging - Special issue on Machine Learning in Medical Imaging
On the best rank-1 approximation to higher-order symmetric tensors
Mathematical and Computer Modelling: An International Journal
A New Truncation Strategy for the Higher-Order Singular Value Decomposition
SIAM Journal on Scientific Computing
Maximum Block Improvement and Polynomial Optimization
SIAM Journal on Optimization
SIAM Journal on Matrix Analysis and Applications
Wedderburn Rank Reduction and Krylov Subspace Method for Tensor Approximation. Part 1: Tucker Case
SIAM Journal on Scientific Computing
Further Results for Perron-Frobenius Theorem for Nonnegative Tensors II
SIAM Journal on Matrix Analysis and Applications
SIAM Journal on Matrix Analysis and Applications
Color face tensor factorization and slicing for illumination-robust recognition
ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics
On solving biquadratic optimization via semidefinite relaxation
Computational Optimization and Applications
General tensor decomposition, moment matrices and applications
Journal of Symbolic Computation
Microscopic image restoration based on tensor factorization of rotated patches
Artificial Life and Robotics
Criterions for the positive definiteness of real supersymmetric tensors
Journal of Computational and Applied Mathematics
Multi-dimensional causal discovery
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Multi-linear neighborhood preserving projection for face recognition
Pattern Recognition
TAMRESH - tensor approximation multiresolution hierarchy for interactive volume visualization
EuroVis '13 Proceedings of the 15th Eurographics Conference on Visualization
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In this paper we discuss a multilinear generalization of the best rank-R approximation problem for matrices, namely, the approximation of a given higher-order tensor, in an optimal least-squares sense, by a tensor that has prespecified column rank value, row rank value, etc. For matrices, the solution is conceptually obtained by truncation of the singular value decomposition (SVD); however, this approach does not have a straightforward multilinear counterpart. We discuss higher-order generalizations of the power method and the orthogonal iteration method.