From differential equations to PDC controller design via numerical transformation
Computers in Industry
CubeSVD: a novel approach to personalized Web search
WWW '05 Proceedings of the 14th international conference on World Wide Web
Out-of-core tensor approximation of multi-dimensional matrices of visual data
ACM SIGGRAPH 2005 Papers
Non-negative tensor factorization with applications to statistics and computer vision
ICML '05 Proceedings of the 22nd international conference on Machine learning
Text Representation: From Vector to Tensor
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Multidimensional filtering based on a tensor approach
Signal Processing
Latent semantic analysis for multiple-type interrelated data objects
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
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
Multilinear models for face synthesis
SIGGRAPH '04 ACM SIGGRAPH 2004 Sketches
Algorithm 862: MATLAB tensor classes for fast algorithm prototyping
ACM Transactions on Mathematical Software (TOMS)
Tensor-based techniques for the blind separation of DS-CDMA signals
Signal Processing
Survey on tensor signal algebraic filtering
Signal Processing
Handwritten digit classification using higher order singular value decomposition
Pattern Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Multifactor Gaussian process models for style-content separation
Proceedings of the 24th international conference on Machine learning
Evolutionary spectral clustering by incorporating temporal smoothness
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Structural and temporal analysis of the blogosphere through community factorization
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Relaxed LMI conditions for closed-loop fuzzy systems with tensor-product structure
Engineering Applications of Artificial Intelligence
Hierarchical Tensor Approximation of Multi-Dimensional Visual Data
IEEE Transactions on Visualization and Computer Graphics
A Tensor Approximation Approach to Dimensionality Reduction
International Journal of Computer Vision
Denoising in the domain of spectrotemporal modulations
EURASIP Journal on Audio, Speech, and Music Processing
Improving personalized services in mobile commerce by a novel multicriteria rating approach
Proceedings of the 17th international conference on World Wide Web
ISTASC'06 Proceedings of the 6th WSEAS International Conference on Systems Theory & Scientific Computation
Comments-oriented document summarization: understanding documents with readers' feedback
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Expression-invariant face recognition by facial expression transformations
Pattern Recognition Letters
Two heads better than one: pattern discovery in time-evolving multi-aspect data
Data Mining and Knowledge Discovery
Algorithms for sparse nonnegative tucker decompositions
Neural Computation
PCA and SVD with nonnegative loadings
Pattern Recognition
Appearance Models for Medical Volumes with Few Samples by Generalized 3D-PCA
Neural Information Processing
Robust Speaker Modeling Based on Constrained Nonnegative Tensor Factorization
ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks
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
Tag recommendations based on tensor dimensionality reduction
Proceedings of the 2008 ACM conference on Recommender systems
Probabilistic polyadic factorization and its application to personalized recommendation
Proceedings of the 17th ACM conference on Information and knowledge management
Active post-refined multimodality video semantic concept detection with tensor representation
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Multidimensional Noise Removal Based on Fourth Order Cumulants
ACIVS '08 Proceedings of the 10th International Conference on Advanced Concepts for Intelligent Vision Systems
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
MICCAI '08 Proceedings of the 11th International Conference on Medical Image Computing and Computer-Assisted Intervention, Part II
Energy distribution modeling of car body deformation using LPV representations and fuzzy reasoning
WSEAS TRANSACTIONS on SYSTEMS
Multi-modality video shot clustering with tensor representation
Multimedia Tools and Applications
Two-dimensional subspace classifiers for face recognition
Neurocomputing
Dynamic shape outlier detection for human locomotion
Computer Vision and Image Understanding
Energy distribution modeling of car body deformation using fuzzy control and LPV representations
AIC'08 Proceedings of the 8th conference on Applied informatics and communications
Robust Simultaneous Low Rank Approximation of Tensors
PSIVT '09 Proceedings of the 3rd Pacific Rim Symposium on Advances in Image and Video Technology
Auditory sparse representation for robust speaker recognition based on tensor structure
EURASIP Journal on Audio, Speech, and Music Processing - Intelligent Audio, Speech, and Music Processing Applications
n-Mode Singular Vector Selection in Higher-Order Singular Value Decomposition
IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences
IEICE - Transactions on Information and Systems
ICA '09 Proceedings of the 8th International Conference on Independent Component Analysis and Signal Separation
Tensor linear Laplacian discrimination (TLLD) for feature extraction
Pattern Recognition
Learning optimal ranking with tensor factorization for tag recommendation
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Spatially Smooth Subspace Face Recognition Using LOG and DOG Penalties
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part III
A unified tensor framework for face recognition
Pattern Recognition
Linear algebra for tensor problems
Computing
Incremental learning of bidirectional principal components for face recognition
Pattern Recognition
Robust Active Appearance Model Based Upon Multi-linear Analysis against Illumination Variation
UAHCI '09 Proceedings of the 5th International on ConferenceUniversal Access in Human-Computer Interaction. Part II: Intelligent and Ubiquitous Interaction Environments
Bayesian tensor inference for sketch-based facial photo hallucination
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
On evolutionary spectral clustering
ACM Transactions on Knowledge Discovery from Data (TKDD)
Event analysis based on multiple interactive motion trajectories
IEEE Transactions on Circuits and Systems for Video Technology
Bilinear Models for Spatio-Temporal Point Distribution Analysis
International Journal of Computer Vision
Collaborative resource discovery in social tagging systems
Proceedings of the 18th ACM conference on Information and knowledge management
iOLAP: A framework for analyzing the internet, social networks, and other networked data
IEEE Transactions on Multimedia - Special section on communities and media computing
Tensor-based transductive learning for multimodality video semantic concept detection
IEEE Transactions on Multimedia
Adaptive algorithms to track the PARAFAC decomposition of a third-order tensor
IEEE Transactions on Signal Processing
Spectral Clustering in Social-Tagging Systems
WISE '09 Proceedings of the 10th International Conference on Web Information Systems Engineering
Learning 3-D object orientation from images
ICRA'09 Proceedings of the 2009 IEEE international conference on Robotics and Automation
A non-negative tensor factorization model for selectional preference induction
GEMS '09 Proceedings of the Workshop on Geometrical Models of Natural Language Semantics
Coupled Visual and Kinematic Manifold Models for Tracking
International Journal of Computer Vision
Pairwise interaction tensor factorization for personalized tag recommendation
Proceedings of the third ACM international conference on Web search and data mining
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
MusicBox: personalized music recommendation based on cubic analysis of social tags
IEEE Transactions on Audio, Speech, and Language Processing
Polylinear form of functions on HOSVD basis in relation to Fourier image processing
MATH'09 Proceedings of the 14th WSEAS International Conference on Applied mathematics
IEEE Transactions on Image Processing
Blind underdetermined mixture identification by joint canonical decomposition of HO cumulants
IEEE Transactions on Signal Processing
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
Personalized search on the world wide web
The adaptive web
IEEE Transactions on Audio, Speech, and Language Processing
Singular value decompositions and low rank approximations of tensors
IEEE Transactions on Signal Processing
Person-similarity weighted feature for expression recognition
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II
Multilinear (tensor) ICA and dimensionality reduction
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
Multidimensional noise removal method based on best flattening directions
ACIVS'07 Proceedings of the 9th international conference on Advanced concepts for intelligent vision systems
Face recognition using a color PCA framework
ICVS'08 Proceedings of the 6th international conference on Computer vision systems
Multi modal semantic indexing for image retrieval
Proceedings of the ACM International Conference on Image and Video Retrieval
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
Generalized low-rank approximations of matrices revisited
IEEE Transactions on Neural Networks
Human action annotation, modeling and analysis based on implicit user interaction
Multimedia Tools and Applications
Journal of Computational and Applied Mathematics
Tensor ranks for the inversion of tensor-product binomials
Journal of Computational and Applied Mathematics
Efficient face recognition using tensor subspace regression
Neurocomputing
Application of LPV type force model in vehicle crash dynamics
ACE'10 Proceedings of the 9th WSEAS international conference on Applications of computer engineering
Polytopic representation of impedance model with feedback delay
ACMOS'10 Proceedings of the 12th WSEAS international conference on Automatic control, modelling & simulation
ACMOS'10 Proceedings of the 12th WSEAS international conference on Automatic control, modelling & simulation
Tensor product model transformation based friction compensation of a mechatronic system
INES'10 Proceedings of the 14th international conference on Intelligent engineering systems
INES'10 Proceedings of the 14th international conference on Intelligent engineering systems
Proceedings of the fourth ACM conference on Recommender systems
Approximation of force and energy in vehicle crash using LPV type description
WSEAS TRANSACTIONS on SYSTEMS
Extended TP model transformation for polytopic representation of impedance model with feedback delay
WSEAS Transactions on Systems and Control
Convex hull manipulation based control performance optimisation
WSEAS Transactions on Systems and Control
FacetCube: a framework of incorporating prior knowledge into non-negative tensor factorization
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Collaborative filtering in social tagging systems based on joint item-tag recommendations
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Computing symmetric rank for symmetric tensors
Journal of Symbolic Computation
Inelastic deformation invariant modal representation for non-rigid 3D object recognition
AMDO'10 Proceedings of the 6th international conference on Articulated motion and deformable objects
ANTS'10 Proceedings of the 7th international conference on Swarm intelligence
Multilinear decomposition and topographic mapping of binary tensors
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part I
View and style-independent action manifolds for human activity recognition
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
Atlas construction and image analysis using statistical cardiac models
STACOM'10/CESC'10 Proceedings of the First international conference on Statistical atlases and computational models of the heart, and international conference on Cardiac electrophysiological simulation challenge
IEEE Transactions on Signal Processing
Tensor distance based multilinear locality-preserved maximum information embedding
IEEE Transactions on Neural Networks
EURASIP Journal on Advances in Signal Processing - Special issue on advanced image processing for defense and security applications
Tensor based simultaneous feature extraction and sample weighting for EEG classification
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: models and applications - Volume Part II
Tensor-based locally maximum margin classifier for image and video classification
Computer Vision and Image Understanding
Geometric entanglement of symmetric states and the majorana representation
TQC'10 Proceedings of the 5th conference on Theory of quantum computation, communication, and cryptography
Journal of Computer Science and Technology
Application of reductive decomposition method for multilinear arrays (RDMMA) to animations
MMACTEE'09 Proceedings of the 11th WSEAS international conference on Mathematical methods and computational techniques in electrical engineering
A survey of multilinear subspace learning for tensor data
Pattern Recognition
Survey paper: A survey on industrial applications of fuzzy control
Computers in Industry
Hierarchical Singular Value Decomposition of Tensors
SIAM Journal on Matrix Analysis and Applications
Approximation of $2^d\times2^d$ Matrices Using Tensor Decomposition
SIAM Journal on Matrix Analysis and Applications
HOSVD based image processing techniques
AIKED'11 Proceedings of the 10th WSEAS international conference on Artificial intelligence, knowledge engineering and data bases
HOSVD based data representation and LPV model complexity reduction
AMERICAN-MATH'11/CEA'11 Proceedings of the 2011 American conference on applied mathematics and the 5th WSEAS international conference on Computer engineering and applications
Exact tensor product distributed compensation based stabilization of the TORA system
CONTROL'05 Proceedings of the 2005 WSEAS international conference on Dynamical systems and control
HOSVD based canonical form of polytopic dynamic models
MACMESE'07 Proceedings of the 9th WSEAS international conference on Mathematical and computational methods in science and engineering
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
A unified framework for recommendations based on quaternary semantic analysis
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Quantum Information & Computation
Are tensor decomposition solutions unique? on the Global convergence HOSVD and parafac algorithms
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I
Latent subject-centered modeling of collaborative tagging: An application in social search
ACM Transactions on Management Information Systems (TMIS)
Common component analysis for multiple covariance matrices
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Visual system for drivers' eye recognition
HAIS'11 Proceedings of the 6th international conference on Hybrid artificial intelligent systems - Volume Part I
Sparse non-negative tensor factorization using columnwise coordinate descent
Pattern Recognition
CIBB'10 Proceedings of the 7th international conference on Computational intelligence methods for bioinformatics and biostatistics
Object recognition with the HOSVD of the multi-model space-variant pattern tensors
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part I
Uni-orthogonal nonnegative tucker decomposition for supervised image classification
ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing: Part I
On multivariate polynomials in Bernstein-Bézier form and tensor algebra
Journal of Computational and Applied Mathematics
High dimensional model representation (HDMR) based folded vector decomposition
AICT'11 Proceedings of the 2nd international conference on Applied informatics and computing theory
Weighted singular value decomposition for folded matrices
AICT'11 Proceedings of the 2nd international conference on Applied informatics and computing theory
AICT'11 Proceedings of the 2nd international conference on Applied informatics and computing theory
Array flattening based univariate high dimensional model representation (AFBUHDMR)
AICT'11 Proceedings of the 2nd international conference on Applied informatics and computing theory
Computers and Electrical Engineering
Feature Fusion Using Multiple Component Analysis
Neural Processing Letters
A Comparative Study of Palmprint Recognition Algorithms
ACM Computing Surveys (CSUR)
Dynamical Tensor Approximation
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
SIAM Journal on Matrix Analysis and Applications
SIAM Journal on Scientific Computing
Multiway filtering applied on hyperspectral images
ACIVS'06 Proceedings of the 8th international conference on Advanced Concepts For Intelligent Vision Systems
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
Collective sampling and analysis of high order tensors for chatroom communications
ISI'06 Proceedings of the 4th IEEE international conference on Intelligence and Security Informatics
Approximation of the electron density of Aluminium clusters in tensor-product format
Journal of Computational Physics
Cubic analysis of social bookmarking for personalized recommendation
APWeb'06 Proceedings of the 8th Asia-Pacific Web conference on Frontiers of WWW Research and Development
mTrust: discerning multi-faceted trust in a connected world
Proceedings of the fifth ACM international conference on Web search and data mining
Learning recommender systems with adaptive regularization
Proceedings of the fifth ACM international conference on Web search and data mining
ETF: extended tensor factorization model for personalizing prediction of review helpfulness
Proceedings of the fifth ACM international conference on Web search and data mining
A tensor decomposition approach to data compression and approximation of ND systems
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
Interpolation with quintic Powell-Sabin splines
Applied Numerical Mathematics
MRCS'06 Proceedings of the 2006 international conference on Multimedia Content Representation, Classification and Security
Multilinear nonparametric feature analysis
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part II
A two stage algorithm for K-mode convolutive nonnegative tucker decomposition
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part II
Journal of Computational Physics
Journal of Biomedical Imaging - Special issue on Machine Learning in Medical Imaging
Expert Systems with Applications: An International Journal
Ensemble of tensor classifiers based on the higher-order singular value decomposition
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part II
On the best rank-1 approximation to higher-order symmetric tensors
Mathematical and Computer Modelling: An International Journal
Journal of Medical Systems
Higher-order SVD analysis for crowd density estimation
Computer Vision and Image Understanding
Tag-aware recommender systems: a state-of-the-art survey
Journal of Computer Science and Technology - Special issue on Community Analysis and Information Recommendation
Fast mining and forecasting of complex time-stamped events
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
A New Truncation Strategy for the Higher-Order Singular Value Decomposition
SIAM Journal on Scientific Computing
SIAM Journal on Matrix Analysis and Applications
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
Low-Rank Tensor Krylov Subspace Methods for Parametrized Linear Systems
SIAM Journal on Matrix Analysis and Applications
SIAM Journal on Matrix Analysis and Applications
SIAM Journal on Matrix Analysis and Applications
Analysis of whole slide images of equine tendinopathy
ICIAR'12 Proceedings of the 9th international conference on Image Analysis and Recognition - Volume Part II
Item recommender system by incorporating metadata information into ternary semantic analysis
Proceedings of the CUBE International Information Technology Conference
Estimation of 3D faces and illumination from single photographs using a bilinear illumination model
EGSR'05 Proceedings of the Sixteenth Eurographics conference on Rendering Techniques
Color face tensor factorization and slicing for illumination-robust recognition
ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics
Robust tensor classifiers for color object recognition
ICIAR'07 Proceedings of the 4th international conference on Image Analysis and Recognition
MPEG video watermarking using tensor singular value decomposition
ICIAR'07 Proceedings of the 4th international conference on Image Analysis and Recognition
Utilizing common substructures to speedup tensor factorization for mining dynamic graphs
Proceedings of the 21st ACM international conference on Information and knowledge management
Fast ALS-Based tensor factorization for context-aware recommendation from implicit feedback
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
CISIM'12 Proceedings of the 11th IFIP TC 8 international conference on Computer Information Systems and Industrial Management
Full length article: An algorithm to find a maximum of a multilinear map over a product of spheres
Journal of Approximation Theory
Comparison of tensor unfolding variants for 2DPCA-based color facial portraits recognition
ICCVG'12 Proceedings of the 2012 international conference on Computer Vision and Graphics
A unified adaptive co-identification framework for high-d expression data
PRIB'12 Proceedings of the 7th IAPR international conference on Pattern Recognition in Bioinformatics
Microscopic image restoration based on tensor factorization of rotated patches
Artificial Life and Robotics
Solving Rational Expectations Models with Informational Subperiods: A Perturbation Approach
Computational Economics
High order pLSA for indexing tagged images
Signal Processing
ACM Transactions on Interactive Intelligent Systems (TiiS)
Making recommendations from multiple domains
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Sensing the pulse of urban refueling behavior
Proceedings of the 2013 ACM international joint conference on Pervasive and ubiquitous computing
Fine-grained preference-aware location search leveraging crowdsourced digital footprints from LBSNs
Proceedings of the 2013 ACM international joint conference on Pervasive and ubiquitous computing
Multilinear Factorizations for Multi-Camera Rigid Structure from Motion Problems
International Journal of Computer Vision
Human gesture recognition on product manifolds
The Journal of Machine Learning Research
Mining search and browse logs for web search: A Survey
ACM Transactions on Intelligent Systems and Technology (TIST) - Survey papers, special sections on the semantic adaptive social web, intelligent systems for health informatics, regular papers
ISNN'13 Proceedings of the 10th international conference on Advances in Neural Networks - Volume Part II
Criterions for the positive definiteness of real supersymmetric tensors
Journal of Computational and Applied Mathematics
Robust tensor clustering with non-greedy maximization
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Guarantees of augmented trace norm models in tensor recovery
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
An equi-directional generalization of adaptive cross approximation for higher-order tensors
Applied Numerical Mathematics
Time-aware recommender systems: a comprehensive survey and analysis of existing evaluation protocols
User Modeling and User-Adapted Interaction
Personalised Information Retrieval: survey and classification
User Modeling and User-Adapted Interaction
Approximation rates for the hierarchical tensor format in periodic Sobolev spaces
Journal of Complexity
TAMRESH - tensor approximation multiresolution hierarchy for interactive volume visualization
EuroVis '13 Proceedings of the 15th Eurographics Conference on Visualization
Hi-index | 0.04 |
We discuss a multilinear generalization of the singular value decomposition. There is a strong analogy between several properties of the matrix and the higher-order tensor decomposition; uniqueness, link with the matrix eigenvalue decomposition, first-order perturbation effects, etc., are analyzed. We investigate how tensor symmetries affect the decomposition and propose a multilinear generalization of the symmetric eigenvalue decomposition for pair-wise symmetric tensors.