| Publication | Date of Publication | Type |
|---|
| A randomized algorithm for tensor singular value decomposition using an arbitrary number of passes | 2024-01-05 | Paper |
| Sparse signal reconstruction via collaborative neurodynamic optimization | 2023-10-17 | Paper |
| Adaptive Cross Tubal Tensor Approximation | 2023-05-08 | Paper |
| Robust Low-Tubal-rank tensor recovery Using Discrete Empirical Interpolation Method with Optimized Slice/Feature Selection | 2023-05-01 | Paper |
| Cross Tensor Approximation for Image and Video Completion | 2022-07-13 | Paper |
| Guest Editorial Special Section on Blind Signal Processing and Its Applications | 2021-08-26 | Paper |
| Complex Blind Source Extraction From Noisy Mixtures Using Second-Order Statistics | 2021-08-26 | Paper |
| Reduced-order modeling of deep neural networks | 2021-07-07 | Paper |
| Face Representations via Tensorfaces of Various Complexities | 2020-11-02 | Paper |
| Fundamental tensor operations for large-scale data analysis using tensor network formats | 2020-08-03 | Paper |
| Randomized Algorithms for Computation of Tucker decomposition and Higher Order SVD (HOSVD) | 2020-01-20 | Paper |
| Error Preserving Correction: A Method for CP Decomposition at a Target Error Bound | 2019-03-06 | Paper |
| Robust Multilinear Tensor Rank Estimation Using Higher Order Singular Value Decomposition and Information Criteria | 2019-02-08 | Paper |
| Smooth PARAFAC Decomposition for Tensor Completion | 2019-02-08 | Paper |
| Total Variation Regularized Tensor RPCA for Background Subtraction From Compressive Measurements | 2019-02-04 | Paper |
| Efficient Nonnegative Tucker Decompositions: Algorithms and Uniqueness | 2019-01-31 | Paper |
| Stable, Robust, and Super Fast Reconstruction of Tensors Using Multi-Way Projections | 2018-08-22 | Paper |
| Tensor Deflation for CANDECOMP/PARAFAC— Part I: Alternating Subspace Update Algorithm | 2018-08-22 | Paper |
| Tensor Deflation for CANDECOMP/PARAFAC— Part II: Initialization and Error Analysis | 2018-08-22 | Paper |
| Fast Nonnegative Matrix/Tensor Factorization Based on Low-Rank Approximation | 2018-07-18 | Paper |
| A Multiplicative Algorithm for Convolutive Non-Negative Matrix Factorization Based on Squared Euclidean Distance | 2018-07-09 | Paper |
| Improved FOCUSS Method With Conjugate Gradient Iterations | 2018-07-09 | Paper |
| Improved M-FOCUSS Algorithm With Overlapping Blocks for Locally Smooth Sparse Signals | 2018-06-27 | Paper |
| Matrix-Group Algorithm via Improved Whitening Process for Extracting Statistically Independent Sources From Array Signals | 2018-06-12 | Paper |
| Tensor Networks for Dimensionality Reduction and Large-scale Optimization: Part 2 Applications and Future Perspectives | 2017-11-22 | Paper |
| Blind Source Extraction From Convolutive Mixtures in Ill-Conditioned Multi-Input Multi-Output Channels | 2017-11-20 | Paper |
| Quadratic Programming Over Ellipsoids (with Applications to Constrained Linear Regression and Tensor Decomposition) | 2017-11-12 | Paper |
| Underdetermined blind source separation based on sparse representation | 2017-10-30 | Paper |
| Sequential blind source separation based exclusively on second-order statistics developed for a class of periodic signals | 2017-10-30 | Paper |
| Multichannel Blind Deconvolution of Nonminimum-Phase Systems Using Filter Decomposition | 2017-09-20 | Paper |
| Tensor Networks for Dimensionality Reduction and Large-scale Optimization: Part 1 Low-Rank Tensor Decompositions | 2017-05-18 | Paper |
| Numerical CP decomposition of some difficult tensors | 2017-02-09 | Paper |
| Tensor Networks for Latent Variable Analysis. Part I: Algorithms for Tensor Train Decomposition | 2016-09-29 | Paper |
| Log-determinant divergences revisited: alpha-beta and gamma log-det divergences | 2016-06-15 | Paper |
| Regularized Computation of Approximate Pseudoinverse of Large Matrices Using Low-Rank Tensor Train Decompositions | 2016-05-17 | Paper |
| Non-linear canonical correlation analysis using alpha-beta divergence | 2016-05-10 | Paper |
| Image Classification with Nonnegative Matrix Factorization Based on Spectral Projected Gradient | 2015-10-08 | Paper |
| Estimating a Few Extreme Singular Values and Vectors for Large-Scale Matrices in Tensor Train Format | 2015-07-21 | Paper |
| Tensor Deflation for CANDECOMP/PARAFAC. Part 3: Rank Splitting | 2015-06-16 | Paper |
| Tensor Networks for Big Data Analytics and Large-Scale Optimization Problems | 2014-07-11 | Paper |
| Computing Sparse Representations of Multidimensional Signals Using Kronecker Bases | 2013-08-07 | Paper |
| Low Complexity Damped Gauss--Newton Algorithms for CANDECOMP/PARAFAC | 2013-06-27 | Paper |
| A new nonlinear similarity measure for multichannel signals | 2013-01-17 | Paper |
| Accelerated Canonical Polyadic Decomposition by Using Mode Reduction | 2012-11-15 | Paper |
| CANDECOMP/PARAFAC Decomposition of High-order Tensors Through Tensor Reshaping | 2012-11-15 | Paper |
| Quantifying Statistical Interdependence, Part III: N > 2 Point Processes | 2012-05-21 | Paper |
| On Fast Computation of Gradients for CANDECOMP/PARAFAC Algorithms | 2012-04-06 | Paper |
| Families of alpha-, beta- and gamma-divergences: flexible and robust measures of similarities | 2012-01-09 | Paper |
| Generalizing the column-row matrix decomposition to multi-way arrays | 2010-06-22 | Paper |
| Bayesian estimation of the number of principal components | 2010-05-19 | Paper |
| Nonnegative matrix factorization with constrained second-order optimization | 2010-05-19 | Paper |
| Estimation of Sparse Nonnegative Sources from Noisy Overcomplete Mixtures Using MAP | 2009-12-14 | Paper |
| Robust sparse component analysis based on a generalized Hough transform | 2009-09-01 | Paper |
| Quantifying Statistical Interdependence by Message Passing on Graphs—Part I: One-Dimensional Point Processes | 2009-07-30 | Paper |
| Quantifying Statistical Interdependence by Message Passing on Graphs—Part II: Multidimensional Point Processes | 2009-07-30 | Paper |
| https://portal.mardi4nfdi.de/entity/Q3629105 | 2009-05-26 | Paper |
| K-hyperline clustering learning for sparse component analysis | 2009-05-14 | Paper |
| Hierarchical ALS Algorithms for Nonnegative Matrix and 3D Tensor Factorization | 2009-03-05 | Paper |
| Probability estimation for recoverability analysis of blind source separation based on sparse representation | 2008-12-21 | Paper |
| Information Fusion for Perceptual Feedback: A Brain Activity Sonification Approach | 2008-08-29 | Paper |
| Split-test Bonferroni correction for QEEG statistical maps | 2008-08-15 | Paper |
| A Note on Lewicki-Sejnowski Gradient for Learning Overcomplete Representations | 2008-04-02 | Paper |
| Epileptic seizure characterization by Lyapunov exponent of EEG signal | 2008-03-06 | Paper |
| Algorithms with high order convergence speed for blind source extraction | 2007-10-24 | Paper |
| Independent Component Analysis and Blind Signal Separation | 2007-02-12 | Paper |
| Independent Component Analysis and Blind Signal Separation | 2007-02-12 | Paper |
| Independent Component Analysis and Blind Signal Separation | 2007-02-12 | Paper |
| https://portal.mardi4nfdi.de/entity/Q5393828 | 2006-10-24 | Paper |
| Advances in Neural Networks – ISNN 2005 | 2005-11-23 | Paper |
| Advances in Neural Networks – ISNN 2005 | 2005-11-23 | Paper |
| Non‐negative matrix factorization and its application in blind sparse source separation with less sensors than sources | 2005-11-21 | Paper |
| Artificial Intelligence and Soft Computing - ICAISC 2004 | 2005-04-12 | Paper |
| Analysis of Sparse Representation and Blind Source Separation | 2005-01-04 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4706690 | 2003-06-16 | Paper |
| Robust blind source separation algorithms using cumulants. | 2003-05-14 | Paper |
| On-line algorithm for blind signal extraction of arbitrarily distributed, but temporally correlated sources using second order statistics | 2003-02-19 | Paper |
| Second order nonstationary source separation | 2002-12-15 | Paper |
| Geometrical structures of FIR manifold and multichannel blind deconvolution | 2002-05-30 | Paper |
| Extraction of Specific Signals with Temporal Structure | 2002-04-24 | Paper |
| https://portal.mardi4nfdi.de/entity/Q2780370 | 2002-04-15 | Paper |
| Kernel PCA for feature extraction and de-noising in nonlinear regression | 2002-03-06 | Paper |
| Semiparametric model and superefficiency in blind deconvolution | 2002-03-03 | Paper |
| Flexible independent component analysis | 2001-02-28 | Paper |
| Adaptive neural networks for robust estimation of signal parameters | 2000-12-03 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4835303 | 2000-07-06 | Paper |
| Learning in dynamic neural networks using signal flow graphs | 1999-05-31 | Paper |
| A new neural network for solving linear programming problems | 1999-05-25 | Paper |
| Neural networks for blind separation with unknown number of sources | 1999-05-03 | Paper |
| Robust techniques for independent component analysis (ICA) with noisy data | 1998-12-21 | Paper |
| Information-theoretic approach to blind separation of sources in non-linear mixture | 1998-08-13 | Paper |
| Neural networks for linear inverse problems with incomplete data especially in applications to signal and image reconstruction | 1995-09-25 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4326408 | 1995-03-20 | Paper |
| https://portal.mardi4nfdi.de/entity/Q3139929 | 1994-01-04 | Paper |
| Computation of the Drazin inverse of a singular matrix making use of neural networks | 1993-08-29 | Paper |
| Solving of real matrix equations \(AX-YB=C\) making use of neural networks | 1993-05-16 | Paper |
| Determination of real solutions to two-sided polynomial matrix equations making use of neural networks | 1993-05-16 | Paper |
| Neural networks for solving systems of linear equations. II. Minimax and least absolute value problems | 1993-05-16 | Paper |
| Neural networks for computing eigenvalues and eigenvectors | 1993-02-23 | Paper |
| Solving of algebraic matrix equations by use of neural networks | 1992-10-06 | Paper |
| Neural networks for solving systems of linear equations and related problems | 1992-09-27 | Paper |
| Explicit formulas for the tridiagonal systems and their applications | 1987-01-01 | Paper |
| Nested-feedback-loops realization of 2-D systems | 1982-01-01 | Paper |
| Synthesis ofn-port networks by a matrix-continuant | 1979-01-01 | Paper |
| https://portal.mardi4nfdi.de/entity/Q3890548 | 1978-01-01 | Paper |
