Lieven De Lathauwer

Lieven De Lathauwer's AcademicInfluence.com Rankings

Lieven De Lathauwer

Engineering

#4061

World Rank

#5224

Historical Rank

Applied Physics

#902

World Rank

#924

Historical Rank

Electrical Engineering

#1003

World Rank

#1079

Historical Rank

engineering Degrees

Download Badge

Engineering

Why Is Lieven De Lathauwer Influential?

(Suggest an Edit or Addition)

(See a Problem?)

Lieven De Lathauwer's Published Works

Number of citations in a given year to any of this author's works

Total number of citations to an author for the works they published in a given year. This highlights publication of the most important work(s) by the author

Published Works

A Multilinear Singular Value Decomposition (2000) (3875)
On the Best Rank-1 and Rank-(R1 , R2, ... , RN) Approximation of Higher-Order Tensors (2000) (1555)
Tensor Decompositions for Signal Processing Applications: From two-way to multiway component analysis (2014) (1109)
Tensor Decomposition for Signal Processing and Machine Learning (2016) (1051)
Fetal electrocardiogram extraction by blind source subspace separation (2000) (486)
Signal Processing based on Multilinear Algebra (1997) (425)
A Link between the Canonical Decomposition in Multilinear Algebra and Simultaneous Matrix Diagonalization (2006) (408)
Decompositions of a Higher-Order Tensor in Block Terms - Part II: Definitions and Uniqueness (2008) (387)
Fourth-Order Cumulant-Based Blind Identification of Underdetermined Mixtures (2007) (284)
Optimization-Based Algorithms for Tensor Decompositions: Canonical Polyadic Decomposition, Decomposition in Rank-(Lr, Lr, 1) Terms, and a New Generalization (2013) (241)
Computation of the Canonical Decomposition by Means of a Simultaneous Generalized Schur Decomposition (2005) (216)
Learning with tensors: a framework based on convex optimization and spectral regularization (2014) (206)
Blind Identification of Underdetermined Mixtures by Simultaneous Matrix Diagonalization (2008) (205)
Decompositions of a Higher-Order Tensor in Block Terms - Part III: Alternating Least Squares Algorithms (2008) (197)
Dimensionality reduction in higher-order signal processing and rank-(R1,R2,…,RN) reduction in multilinear algebra (2004) (190)
On the Best Rank-1 and Rank-( (2004) (183)
Decompositions of a Higher-Order Tensor in Block Terms - Part I: Lemmas for Partitioned Matrices (2008) (172)
Structured Data Fusion (2015) (172)
Unconstrained Optimization of Real Functions in Complex Variables (2011) (163)
An introduction to independent component analysis (2000) (151)
Breaking the Curse of Dimensionality Using Decompositions of Incomplete Tensors: Tensor-based scientific computing in big data analysis (2014) (147)
Fetal electrocardiogram extraction by source subspace separation (1995) (138)
On the Uniqueness of the Canonical Polyadic Decomposition of Third-Order Tensors - Part II: Uniqueness of the Overall Decomposition (2013) (136)
Nuclear Norms for Tensors and Their Use for Convex Multilinear Estimation (2011) (133)
Independent component analysis and (simultaneous) third-order tensor diagonalization (2001) (133)
Tensor-based techniques for the blind separation of DS-CDMA signals (2007) (131)
On the Uniqueness of the Canonical Polyadic Decomposition of Third-Order Tensors - Part I: Basic Results and Uniqueness of One Factor Matrix (2013) (128)
Best Low Multilinear Rank Approximation of Higher-Order Tensors, Based on the Riemannian Trust-Region Scheme (2011) (125)
Detection of fast neuronal signals in the motor cortex from functional near infrared spectroscopy measurements using independent component analysis (2006) (125)
From Matrix to Tensor : Multilinear Algebra and Signal Processing (1996) (123)
An enhanced line search scheme for complex-valued tensor decompositions. Application in DS-CDMA (2008) (118)
Blind Separation of Exponential Polynomials and the Decomposition of a Tensor in Rank-(Lr, Lr, 1) Terms (2011) (113)
Exponential data fitting using multilinear algebra: the single‐channel and multi‐channel case (2005) (107)
Canonical Polyadic Decomposition of Third-Order Tensors: Reduction to Generalized Eigenvalue Decomposition (2013) (106)
Generic and typical ranks of multi-way arrays (2009) (103)
A kernel-based framework to tensorial data analysis (2011) (93)
Coupled Canonical Polyadic Decompositions and (Coupled) Decompositions in Multilinear Rank-(Lr, n, Lr, n, 1) Terms - Part I: Uniqueness (2015) (89)
Blind Deconvolution of DS-CDMA Signals by Means of Decomposition in Rank-$(1,L,L)$ Terms (2008) (85)
Swamp reducing technique for tensor decomposition (2008) (82)
Blind Signal Separation via Tensor Decomposition With Vandermonde Factor: Canonical Polyadic Decomposition (2013) (79)
A Tensor-Based Method for Large-Scale Blind Source Separation Using Segmentation (2017) (78)
A survey of tensor methods (2009) (76)
Tensorlab 3.0 — Numerical optimization strategies for large-scale constrained and coupled matrix/tensor factorization (2016) (76)
A Block Component Model-Based Blind DS-CDMA Receiver (2008) (74)
Generic Uniqueness Conditions for the Canonical Polyadic Decomposition and INDSCAL (2014) (69)
Canonical polyadic decomposition of third-order tensors: relaxed uniqueness conditions and algebraic algorithm (2015) (68)
Higher-order power method - application in independent component analysis (1995) (68)
A Shift Invariance-Based Order-Selection Technique for Exponential Data Modelling (2007) (67)
On the blind separation of non-circular sources (2002) (66)
Canonical Polyadic Decomposition with a Columnwise Orthonormal Factor Matrix (2012) (66)
Sufficient conditions for uniqueness in Candecomp/Parafac and Indscal with random component matrices. (2006) (66)
Tensor decompositions and applications : a survey (2009) (64)
Differential-geometric Newton method for the best rank-(R1, R2, R3) approximation of tensors (2008) (63)
ICA algorithms for 3 sources and 2 sensors (1999) (62)
Coupled Canonical Polyadic Decompositions and (Coupled) Decompositions in Multilinear Rank- (Lr, n, Lr, n, 1) Terms - Part II: Algorithms (2015) (60)
Efficiently updating and tracking the dominant kernel principal components (2007) (59)
Block term decomposition for modelling epileptic seizures (2014) (58)
A Randomized Block Sampling Approach to Canonical Polyadic Decomposition of Large-Scale Tensors (2016) (57)
Canonical Decomposition of Ictal Scalp EEG and Accurate Source Localisation: Principles and Simulation Study (2007) (56)
Independent component analysis based on higher-order statistics only (1996) (55)
Exponential data fitting using multilinear algebra: the decimative case (2009) (54)
Spatially constrained ICA algorithm with an application in EEG processing (2011) (54)
An enhanced plane search scheme for complex-valued tensor decompositions (2010) (53)
Tissue segmentation and classification of MRSI data using canonical correlation analysis (2005) (48)
A Method to Avoid Diverging Components in the Candecomp/Parafac Model for Generic I˟J˟2 Arrays (2008) (45)
Blind source separation by simultaneous third-order tensor diagonalization (1996) (45)
ICA techniques for more sources than sensors (1999) (43)
Common pole estimation in multi-channel exponential data modeling (2006) (43)
Blind source separation by higher-order singular value decomposition (1994) (42)
DISCO-SCA and Properly Applied GSVD as Swinging Methods to Find Common and Distinctive Processes (2012) (42)
Iterative methods for the canonical decomposition of multi-way arrays: Application to blind underdetermined mixture identification (2011) (38)
On the Computation of the Restricted Singular Value Decomposition via the Cosine-Sine Decomposition (2000) (38)
Löwner-Based Blind Signal Separation of Rational Functions With Applications (2016) (36)
Blind PARAFAC receivers for multiple access-multiple antenna systems (2003) (35)
Double Coupled Canonical Polyadic Decomposition for Joint Blind Source Separation (2016) (35)
On the best low multilinear rank approximation of higher-order tensors (2010) (35)
Multidimensional Harmonic Retrieval via Coupled Canonical Polyadic Decomposition—Part I: Model and Identifiability (2017) (34)
Block Component Analysis, a New Concept for Blind Source Separation (2012) (34)
A Geometric Newton Method for Oja's Vector Field (2008) (31)
New Uniqueness Conditions for the Canonical Polyadic Decomposition of Third-Order Tensors (2015) (31)
Dimensionality reduction for higher-order tensors: algorithms and applications (2008) (31)
Stochastic and Deterministic Tensorization for Blind Signal Separation (2015) (30)
A combination of parallel factor and independent component analysis (2012) (29)
Linear systems with a canonical polyadic decomposition constrained solution: Algorithms and applications (2018) (27)
Multidimensional Harmonic Retrieval via Coupled Canonical Polyadic Decomposition—Part II: Algorithm and Multirate Sampling (2017) (26)
Numerical Optimization-Based Algorithms for Data Fusion (2019) (26)
Thin QR and SVD factorizations for simultaneous blind signal extraction (2004) (26)
Exact line and plane search for tensor optimization (2013) (25)
Algebraic methods after prewhitening (2010) (25)
Learning Tensors in Reproducing Kernel Hilbert Spaces with Multilinear Spectral Penalties (2013) (24)
First-order perturbation analysis of the best rank-(R1, R2, R3) approximation in multilinear algebra (2004) (24)
A Block Factor Analysis Based Receiver for Blind Multi-User Access in Wireless Communications (2006) (24)
Coupled tensor decompositions for applications in array signal processing (2013) (24)
Independent component analysis of largely underdetermined mixtures (2003) (23)
Blind Identification of Convolutive MIMO Systems with 3 Sources and 2 Sensors (2002) (22)
A short introduction to tensor-based methods for Factor Analysis and Blind Source Separation (2011) (22)
Tensor-Based Large-Scale Blind System Identification Using Segmentation (2017) (21)
Nonlinear least squares updating of the canonical polyadic decomposition (2017) (21)
Optimal solutions to non-negative PARAFAC/multilinear NMF always exist (2005) (20)
SVD-based methodologies for fetal electrocardiogram extraction (2000) (20)
Multiple Invariance ESPRIT for Nonuniform Linear Arrays: A Coupled Canonical Polyadic Decomposition Approach (2016) (20)
Higher Order Tensor-Based Method for Delayed Exponential Fitting (2007) (19)
Second-Order Blind Identification of Underdetermined Mixtures (2006) (19)
Flexible fusion of electroencephalography and functional magnetic resonance imaging: Revealing neural-hemodynamic coupling through structured matrix-tensor factorization (2017) (18)
Numerical Solution of Bivariate and Polyanalytic Polynomial Systems (2014) (18)
Generic Uniqueness of a Structured Matrix Factorization and Applications in Blind Source Separation (2016) (18)
Tucker compression and local optima (2011) (18)
Fiber Sampling Approach to Canonical Polyadic Decomposition and Application to Tensor Completion (2019) (18)
Canonical Polyadic Decomposition with Orthogonality Constraints (2012) (18)
Dimensionality reduction in higher-order-only ICA (1997) (18)
Classification of Multichannel Signals With Cumulant-Based Kernels (2012) (17)
Parafac with orthogonality in one mode and applications in DS-CDMA systems (2010) (16)
A prewhitening-induced bound on the identification error in independent component analysis (2005) (15)
Simultaneous Matrix Diagonalization : the Overcomplete Case (2003) (15)
The use of total least squares data fitting in the shape-from-moments problem (2006) (15)
Combining thermodynamics with tensor completion techniques to enable multicomponent microstructure prediction (2020) (15)
Algebraic identification of under-determined mixtures (2010) (15)
A tensor-based blind ds-cdma receiver using simultaneous matrix diagonalization (2007) (15)
ResearchArticle Canonical Decomposition of Ictal Scalp EEG and Accurate Source Localisation: Principles and Simulation Study (2007) (15)
Coupled matrix-tensor factorizations — The case of partially shared factors (2017) (14)
A QR-type reduction for computing the SVD of a general matrix product/quotient (2003) (14)
Jacobi Algorithm for Joint Block Diagonalization in Blind Idenfitication (2002) (14)
Coupled Canonical Polyadic Decompositions and Multiple Shift Invariance in Array Processing (2018) (13)
Tensor decompositions with Vandermonde factor and applications in signal processing (2012) (13)
Recent Advances in Biomedical Signal Processing (2012) (13)
An algebraic approach to blind MIMO identification (2000) (13)
Sufficient conditions for uniqueness in Candecomp/Parafac and Indscal with random component matrices (2006) (12)
Blind Multichannel Deconvolution and Convolutive Extensions of Canonical Polyadic and Block Term Decompositions (2017) (12)
Hybrid Clustering of Multiple Information Sources via HOSVD (2010) (12)
Canonical decomposition of even higher order cumulant arrays for blind underdetermined mixture identification (2008) (12)
Exploiting Efficient Representations in Large-Scale Tensor Decompositions (2019) (12)
A technique for higher-order-only blind source separation (1996) (11)
A singular value decomposition for higher-order tensors (1993) (11)
On Uniqueness and Computation of the Decomposition of a Tensor into Multilinear Rank-(1, Lr, Lr) Terms (2018) (11)
An algebraic ICA algorithm for 3 sources and 2 sensors (2000) (11)
Fetal Electrocardiogram Extraction by Blind Source (2000) (11)
Tensor decompositions with block-Toeplitz structure and applications in signal processing (2011) (11)
A Second-Order Method for Fitting the Canonical Polyadic Decomposition With Non-Least-Squares Cost (2020) (11)
Irregular heartbeat classification using Kronecker Product Equations (2017) (11)
Parallel factor analysis by means of simultaneous matrix decompositions (2005) (11)
Line Search Computation of the Block Factor Model for Blind Multi-User Access in Wireless Communications (2006) (10)
On Jacobi-type methods for blind equalization of paraunitary channels (2012) (10)
Computing Large-Scale Matrix and Tensor Decomposition With Structured Factors: A Unified Nonconvex Optimization Perspective (2020) (10)
A Time-Frequency Technique for Blind Separation and Localization of Pure Delayed Sources (2010) (9)
A Grassmann-Rayleigh Quotient Iteration for Dimensionality Reduction in ICA (2004) (9)
A link between the decomposition of a third-order tensor in rank-(L,L,1) terms and Joint Block Diagonalization (2009) (9)
Low multilinear rank tensor approximation via semidefinite programming (2009) (9)
The canonical decomposition and blind identification with more inputs than outputs : Some algebraic results (2003) (8)
Nonnegative Canonical Polyadic Decomposition for Tissue-Type Differentiation in Gliomas (2017) (8)
Face recognition as a kronecker product equation (2017) (8)
Nonnegative Matrix Factorization Using Nonnegative Polynomial Approximations (2017) (8)
Are diverging CP components always nearly proportional (2011) (8)
Tensor Decompositions With Several Block-Hankel Factors and Application in Blind System Identification (2017) (7)
First‐order perturbation analysis of the best rank‐(R1, R2, R3) approximation in multilinear algebra (2004) (7)
Early soft and flexible fusion of electroencephalography and functional magnetic resonance imaging via double coupled matrix tensor factorization for multisubject group analysis (2021) (7)
Special Issue on Tensor Decompositions and Applications (2008) (7)
Levenberg-Marquardt computation of the Block Factor Model for blind multi-user access in wireless communications (2006) (7)
Nonlinear least squares algorithm for canonical polyadic decomposition using low-rank weights (2017) (7)
Identifying Stable Components of Matrix /Tensor Factorizations via Low-Rank Approximation of Inter-Factorization Similarity (2019) (6)
Equivalent Polyadic Decompositions of Matrix Multiplication Tensors (2019) (6)
A novel deterministic method for large-scale blind source separation (2015) (6)
Blind source separation and multichannel deconvolution (1999) (6)
Early soft and flexible fusion of EEG and fMRI via tensor decompositions (2020) (6)
Structured data fusion using Tensorlab : a demonstration (2014) (6)
Blind signal separation of rational functions using Löwner-based tensorization (2015) (6)
Simulation Study of the Localization of a Near-Surface Crack Using an Air-Coupled Ultrasonic Sensor Array (2017) (5)
Kernel-Based Learning from Infinite Dimensional 2-Way Tensors (2010) (5)
The generalized higher order singular value decomposition and the oriented signal-to-signal ratios of pairs of signal tensors and their use in signal processing (2003) (5)
Algebraic techniques for the blind deconvolution of Constant Modulus signals (2004) (5)
Blind MIMO system identification based on cross-polyspectra (2000) (5)
Tensor-Based Method for Residual Water Suppression in $^1$H Magnetic Resonance Spectroscopic Imaging (2019) (5)
Double coupled canonical polyadic decomposition of third-order tensors: Algebraic algorithm and relaxed uniqueness conditions (2019) (5)
Bilinear factorizations subject to monomial equality constraints via tensor decompositions (2021) (5)
Tensor based tumor tissue type differentiation using magnetic resonance spectroscopic imaging (2015) (5)
An algebraic approach to the blind identification of paraunitary filters (2000) (5)
Coupled rank-(Lm, Ln, •) block term decomposition by coupled block simultaneous generalized Schur decomposition (2016) (5)
Second-order tensor-based convolutive ICA: Deconvolution versus tensorization (2017) (5)
An algebraic technique for the blind separation of DS-CDMA signals (2004) (4)
From computation to comparison of tensor decompositions (2019) (4)
Tensor-based Blind fMRI Source Separation Without the Gaussian Noise Assumption — A β-Divergence Approach (2019) (4)
Imposing Independence Constraints in the CP Model (2007) (4)
A residual bound for the mixing matrix in ICA (1998) (4)
Tensor-basedECG Signal Processing Applied to Atrial Fibrillation Detection (2018) (4)
Algebraic and Optimization Based Algorithms for Multivariate Regression Using Symmetric Tensor Decomposition (2019) (4)
SINGLE-CHANNEL EEG CLASSIFICATION BY MULTI-CHANNEL TENSOR SUBSPACE LEARNING AND REGRESSION (2018) (4)
Variable Projection Applied to Block Term Decomposition of Higher-Order Tensors (2018) (4)
Algorithm for imposing SOBI-type constraints on the CP model (2008) (4)
Jacobi-Algorithm for Simultaneous Generalized Schur Decomposition in Higher-Order-Only ICA (1998) (4)
Blind Receivers based on Tensor Decompositions. Application in DS-CDMA and over-sampled systems (2007) (4)
A bootstrap model selection criterion based on Kullback's symmetric divergence (2004) (4)
Unsupervised tissue segmentation of MRSI data using Canonical Correlation Analysis (2005) (3)
On the Largest Multilinear Singular Values of Higher-Order Tensors (2016) (3)
Block-Decoupling Multivariate Polynomials Using the Tensor Block-Term Decomposition (2015) (3)
Parallel factor analysis by means of simultaneous matrix decompositions (2005) (3)
A tensor-based method for large-scale blind system identification using segmentation (2016) (3)
Best rank (R, R, R) super-symmetric tensor approximation-a continuous-time approach (1999) (3)
Multidimensional ESPRIT: A coupled canonical polyadic decomposition approach (2014) (3)
Block component analysis (2011) (3)
Blind identification of complex convolutive MIMO systems with 3 sources and 2 sensors (2002) (3)
Jacobi iterations for spatially constrained Independent Component Analysis (2006) (3)
Dimensionality Reduction in ICA and Rank-(R1, R2, ..., RN) Reduction in Multilinear Algebra (2004) (3)
A variable projection method for block term decomposition of higher-order tensors (2017) (3)
The best rank-(R1,R2,R3) approximation of tensors by means of a geometric Newton method (2008) (3)
Canonical Polyadic Decomposition of a Tensor That Has Missing Fibers: A Monomial Factorization Approach (2019) (3)
Guarantees for existence of a best canonical polyadic approximation of a noisy low-rank tensor (2021) (2)
Tensor Similarity in Two Modes (2018) (2)
The Power of Tensor-Based Approaches in Cardiac Applications (2019) (2)
Tensorlab : a matlab toolbox for tensor computations (talk) (2015) (2)
The application of higher order singular value decomposition to independent component analysis (1995) (2)
Monitoring of Brain Hemodynamics Coupling in Neonates using Updated Tensor Decompositions (2019) (2)
Delayed Exponential Fitting by Best Tensor Rank-$ Approximation (2005) (2)
Delayed exponential fitting by best tensor rank-(R/sub 1/, R/sub 2/, R/sub 3/) approximation (2005) (2)
Blind channel identification of MISO systems based on the CP decomposition of cumulant tensors (2011) (2)
Factorizer: A Scalable Interpretable Approach to Context Modeling for Medical Image Segmentation (2022) (2)
An efficient Jacobi-type algorithm for blind equalization of paraunitary channels (2009) (2)
Orthogonal Super-symmetric Tensor Decompositions and Independent Component Analysis (2000) (2)
LARGE-SCALE AUTOREGRESSIVE SYSTEM IDENTIFICATION USING KRONECKER PRODUCT EQUATIONS (2018) (2)
An Algebraic Algorithm for Blind Identification with more Inputs than Outputs (2002) (2)
Efficiently updating and tracking the dominant Kernel Eigenspace (2004) (2)
New Simultaneous Generalized Schur Decomposition methods for the computation of the Canonical Polyadic decomposition (2010) (2)
NLS Algorithm for Kronecker-Structured Linear Systems with a CPD Constrained Solution (2019) (2)
Convex multilinear estimation and operational representations (2010) (2)
A recursive eigenspace computation for the Canonical Polyadic decomposition (2021) (2)
Low Multilinear Rank Updating (2019) (2)
Spatially Constrained Independent Component Analysis for real-time eye artifact removal from the electroencephalogram (2006) (2)
Decomposition methods in Neuroscience (2010) (2)
On the uniqueness of the canonical polyadic decomposition of third-order tensors : new sufficient conditions (2011) (2)
Systems of Polynomial Equations, Higher-order Tensor Decompositions, and Multidimensional Harmonic Retrieval: A Unifying Framework. Part I: The Canonical Polyadic Decomposition (2021) (2)
Inexact Generalized Gauss–Newton for Scaling the Canonical Polyadic Decomposition With Non-Least-Squares Cost Functions (2021) (2)
Data-Dependent Norm Adaptation for Sparse Recovery in Kernel Ensembles Learning (2009) (2)
Enhanced line search for blind channel identification based on the Parafac decomposition of cumulant tensors (2010) (2)
Canonical Polyadic Decomposition via the Generalized Schur Decomposition (2022) (2)
New Algebraic Techniques for the Separation of DS-CDMA signals (2003) (2)
Nonconvex Optimization Tools for Large-Scale Matrix and Tensor Decomposition with Structured Factors (2020) (2)
Canonical polyadic decomposition for tissue type differentiation using multi-parametric MRI in high-grade gliomas (2016) (2)
CPD Updating Using Low-Rank Weights (2018) (2)
Sum-of-exponentials modeling and common dynamics estimation using Tensorlab (2017) (2)
Computation of tensor decompositions via numerical optimization (2014) (1)
A survey on stochastic and deterministic tensorization for blind signal separation (2015) (1)
Hybrid clustering of multi-view data via HOSVD (2010) (1)
On the uniqueness of the canonical polyadic decomposition : new sufficient conditions based on properties of Khatri-Rao Products of Compound Matrices (2012) (1)
Tensor-Based Multivariate Polynomial Optimization with Application in Blind Identification (2021) (1)
Decomposition Techniques In Neuroscience (2011) (1)
On avoiding diverging components in the computation of the best low rank approximation of higher-order tensors (2005) (1)
Tensor Decompositions: Golden Tools for Data Mining (2013) (1)
Learning with tensors: a framework based on convex optimization and spectral regularization (2013) (1)
Rank-one Tensor Approximation with Beta-divergence Cost Functions (2019) (1)
The decomposition of a third-order tensor in R block terms of rank-(L,L,1). Model, Algorithms, Uniqueness, Estimatioin of R and L (2009) (1)
Introduction to the special issue (2014) (1)
A Bayesian framework for least squares support vector machine regressors (2001) (1)
On fixed point algorithms for the blind estimation of a single-input single-output fintie impulse response system (2010) (1)
Canonical decomposition of a fourth-order tensor (1995) (1)
Canonical polyadic decomposition and block term decompositions : uniqueness and signal separation (2012) (1)
Local minima of the best low multilinear rank approximation of tensors (2010) (1)
A combination of independent component and parallel factor analysis (2010) (1)
Best multilinear rank approximation of tensors : a trust-region algorithm and local mimina (Best poster award) (2009) (1)
Hierarchical alternating nonlinear least squares for nonnegative matrix factorization using rational functions (2021) (1)
Extraction of fast neuronal changes from multichannel functional near-infrared spectroscopy signals using independent component analysis (2002) (1)
Coupled and Incomplete Tensors in Blind System Identification (2018) (1)
Tensor decompositions and signal processing (2008) (1)
Bayesian blind PARAFAC receivers for DS-CDMA systems (2003) (1)
Jacobi Iteration for Spatially Constrained Independent Component Analysis (2006) (1)
Structured data fusion with tensorlab (2014) (1)
An extension of the generalized SVD for more than two matrices (2009) (1)
Regression and Classification With Spline-Based Separable Expansions (2022) (1)
Exact line and plane search for tensor optimization (2015) (1)
Rayleigh Quotient Methods for Estimating Common Roots of Noisy Univariate Polynomials (2018) (1)
Fetal electrocardiogram extraction by independent component analysis (1995) (1)
Higher order cumulant based blind channel identification : Enhanced line search solutions (2010) (1)
Computing tensor decompositions with complex and polynomial optimization (2013) (1)
On the (generic) uniqueness of the canonical polyadic decomposition of third-order tensors (2011) (1)
Block term decomposition for modelling epileptic seizures (2014) (1)
Comparison of the performance of matrix and tensor based multi-channel harmonic analysis (2006) (1)
Canonical Decomposition of scalp EEG in epileptic seizure localisation (2007) (1)
Some Examples of Big Data Analysis Using Tensors (presentation) (2016) (1)
Decomposing a higher-order tensor in rank-(L, L, 1) Terms by means of simultaneous matrix diagonalization (2009) (1)
Tucker compression, parallel factor analysis and block term decompositions : new results (2010) (1)
Separation of multiple scatterers in NEWS experiments using Independent Component Analysis (ICA) (2010) (0)
Kronecker product equations and applications (2015) (0)
Canonical polyadic decomposition of third-order tensors: uniqueness and algebraic algorithms (2014) (0)
Fetal Electrocardiogram Extraction by Blind Subspace Separation (1999) (0)
Data analysis using Tensorlab 3.0 (presentation) (2016) (0)
PARAFAC analysis of fluorescence spectra measured in turbid and non-hydrolyzable media (2010) (0)
Canonical Decomposition of scalp EEG as preprocessing for source localisation (2007) (0)
Algorithms for Canonical Polyadic Decomposition With Block-Circulant Factors (2018) (0)
Survey of specific electric consumptions and consumption profiles of domestic appliances (2000) (0)
Numerical methods for the best multilinear rank approximatioin of higher-order tensors (2008) (0)
About tensorization for blind signal separation : concept and illustrations (presentation) (2015) (0)
A randomized block sampling approach for the CP decomposition of large-scale tensors (talk) (2015) (0)
The joint block diagonalization problem : a tensor framework (2010) (0)
Updating the Multilinear UTV Decomposition (2022) (0)
Tensor Similarity in Chemometrics (2020) (0)
Compact representations of large dynamical systems based on low-rank tensor approximations (2014) (0)
The best low multilinear rank approximation of tensors : some practical aspects (2010) (0)
International Workshop on Organic Matter Spectroscopy2013 (WOMS 2013) (2013) (0)
Best Rank-(R1,R2,R3) approximation of third-order tensors. Based on the Riemannian Trust-region scheme (2007) (0)
Tensorization : what - how - why ? (poster) (2015) (0)
A Quadratically Convergent Proximal Algorithm For Nonnegative Tensor Decomposition (2020) (0)
On the blind separation of a class of non-circular complex sources (2002) (0)
Stochastic Approximation Algorithms for the Polyadic Decomposition (2014) (0)
Higher-Order Tensors : An introduction (Keynote talk) (2012) (0)
Shift invariance, incomplete arrays and coupled CPD: A case study (2016) (0)
Multiset analysis based on coupled tensor decompositions (2014) (0)
Best low multilinear rank approximation of tensors and its local minima (2009) (0)
From multilinear SVD to multilinear UTV decomposition (2022) (0)
$(L_r, L_r, 1)$-Decompositions, Sparse Component Analysis, and the Blind Separation of Sums of Exponentials (2022) (0)
The concept of tensorization : applications in blind signal separation (presentation) (2016) (0)
Harmonic analysis, parallel factor analysis, and a theorem by Sylvester (2008) (0)
Using polynomials for non-negative matrix factorization (presenation) (2016) (0)
Low rank nonnegative approximations (2011) (0)
Advances in (Numerical) Multilinear Algebra (2013) (0)
Using stochastic optimization methods for the polyadic decomposition of large-scale tensors (talk) (2015) (0)
Block term decompositions and block component analysis (2011) (0)
Decompositions of higher-order tensors and applications : an overview (2009) (0)
CPD Computation via Recursive Eigenspace Decompositions (2022) (0)
Coupling multi-component phase field models for oxide systems to thermodynamic databases : breaking the curse of dimensionality (2018) (0)
An algebraic Technique for blind MIMO Deconvolution of Constant Modulus Signals (2003) (0)
CPD-Structured Multivariate Polynomial Optimization (2022) (0)
Second order algorithm for imposing independence constraints to the CP model (2008) (0)
An algorithm for joint diagnolization by a congruence transformation (2002) (0)
Guest lecture linear algebra course: tensor decompositions and applications (2012) (0)
Decomposing large-scale tensors into rank-1 terms (poster) (2015) (0)
Block term decompositions and blind separation of exponential polynomials (2012) (0)
Multilinear algebra based fitting of a sum of exponentials to oversampled data (2008) (0)
The best low multilinear rank approximation of tensors : computation and applications (2010) (0)
Hankel-based signal separation of exponential polynomials (2013) (0)
Tensor- versus matrix-based algorithms in exponential data fitting (abstract) (2010) (0)
Some multilinear algebraic techniques and their application in independent component analysis (2001) (0)
Multi-component multi-phase field model combined with tensorial decomposition (2015) (0)
Optimization-based algorithms for the rank-$(L_t,L_t,1)$ Block Term Decomposition and related decompositions (2011) (0)
BLIND MIMO PARA-UNITARY EQUALIZATION (2004) (0)
Large-scale blind system identification as a structured tensor decomposition (2016) (0)
Tensorlab : A toolbox for (multilinear) data analysis (presentation) (2016) (0)
Factor analysis for multi-way data, and two-way extensions (keynote talk, invited) (2012) (0)
Exploiting the intrinsic low dimensionality by means of tensor methods (2010) (0)
Least-squares methods for nonnegative matrix factorization over rational functions (2022) (0)
Tensor decompositions with banded structures (2010) (0)
Segmentation-based blind source separation (presentatie) (2016) (0)
Multilinear generalizations of the singular value decomposition (2008) (0)
Unmixing of rational functions by tensor computations (2010) (0)
Flexible hemodynamic coupling in EEG-fMRI: circumventing the GLM by structured coupled matrix-tensor factorization (2017) (0)
Algorithms for Canonical Polyadic Decomposition With Block-Circulant Factors (2018) (0)
Separation of multiple scatterers in NEWS‐TR experiments (2008) (0)
Convolutive independent component analysis as a Kronecker product equation (poster) (2016) (0)
Canonical Decomposition of scalp EEG in epileptic seizure localisation (2007) (0)
Algebraic methods for independent component analysis : an introduction (2008) (0)
2 IGNAT DOMANOV AND (0)
How can tensors help pregnant women ? (poster) (2015) (0)
From tensor to coupled matrix/tensor decomposition (2014) (0)
What can tensors do in telecommunications? (poster) (2015) (0)
Efficient algorithms for tensor decompositions (2012) (0)
An Introduction to Tensor-Based Signal Processing (2013) (0)
An algebraic algorithm for ICA with more sources than sensors (2002) (0)
Between linear and nonlinear: numerical computation of tensor decompositions (2013) (0)
Tensor decompositions : an overview (2008) (0)
Fetal Electrocardiogram Extraction by Source Subspace Separation Proceedings Ieee Sp / Athos Workshop on Higher-order Statistics Fetal Electrocardiogram Extraction by Source Subspace Separation (1994) (0)
Recent Numerical and Conceptual Advances for Tensor Decompositions — A Preview of Tensorlab 4.0 (2019) (0)
Improved non-parametric sparse recovery with data matched penalties (2010) (0)
State of the art overview of algorithms for tensor decompositions (2012) (0)
An introduction to tensor-based independent component analysis (2009) (0)
Multiway methods and their use in neuroscience (2007) (0)
Best multilinear rank approximation : new results (2009) (0)
Principal Component , Independent Component and Parallel Factor Analysis (2006) (0)
Tensor Tools for Multi-Sensor Processing: Conceptual and Computational Advances (2013) (0)
Kronecker product equations and applications (poster) (2016) (0)
Trust-region method for the best multilinear rank approximation of tensors (2009) (0)
The best multilinear rank approximation and its applications (2009) (0)
Advances in Signal Processing and Numerical Computation (2014) (0)
Additional structure in the JADE algorithm for independent component analysis (2010) (0)
Algorithms for the rank-$(L_t,L_t,1)$ Block Term Decomposition (2010) (0)
Systems of Polynomial Equations, Higher-Order Tensor Decompositions, and Multidimensional Harmonic Retrieval: A Unifying Framework. Part II: The Block Term Decomposition (2021) (0)
Decompositions of a higher-order tensor in block terms (plenary talk) (2007) (0)
Subspace-based algorithms for the blind identification of systems with i.i.d. inputs (talk) (2016) (0)
Tensor decompositions in (L_r,L_r,1)-terms with ones in different modes (talk) (2016) (0)
A tensor-based framework for blind identification of linear MIMO FIR systems (2015) (0)
Moment Fusion Based Methods for Gaussian Mixture Estimation (2017) (0)
Tensor-based algorithms for the analysis of data similarity in a blind system identification context (2014) (0)
A G ] 2 3 M ay 2 01 4 GENERIC UNIQUENESS CONDITIONS FOR THE CANONICAL POLYADIC DECOMPOSITION (2014) (0)
Tensor-based graph analysis with applications in graph clustering (poster) (2015) (0)
A wide range of BSS applications in neuroscience (2008) (0)
Decomposition of a higher-order tensor in rank-(L,L,1) terms : approch based on simultaneous matrix diagonalization (2007) (0)
Block Row Kronecker-Structured Linear Systems With a Low-Rank Tensor Solution (2022) (0)
Block term decompositions, definition, computation and applications (2009) (0)
Higher-order tensors : Best rank-(R1,R2,...,Rn) Approximatioin algorithms (2007) (0)
A randomized block sampling approach to the canonical polyadic decomposition of large-scale tensors (talk) (2016) (0)
On the uniqueness of the canonical polyadic decomposition (CPD) and the link between CPD and generalized Schur and Oppenheim inequalities (2011) (0)

This paper list is powered by the following services:

What Schools Are Affiliated With Lieven De Lathauwer?

Lieven De Lathauwer is affiliated with the following schools:

KU Leuven

Lieven De Lathauwer's Academic­Influence.com Rankings

Why Is Lieven De Lathauwer Influential?

Lieven De Lathauwer's Published Works

Published Works

What Schools Are Affiliated With Lieven De Lathauwer?

Lieven De Lathauwer's AcademicInfluence.com Rankings