2024
Convergence of a Fast Hierarchical Alternating Least Squares Algorithm for Nonnegative Matrix Factorization.
IEEE Trans. Knowl. Data Eng., January, 2024
Port-Hamiltonian Realizations of Positive Real Descriptor Systems.
CoRR, 2024
Stabilization of linear Port-Hamiltonian Descriptor Systems via Output Feedback.
CoRR, 2024
2023
A Progressive Hierarchical Alternating Least Squares Method for Symmetric Nonnegative Matrix Factorization.
IEEE Trans. Pattern Anal. Mach. Intell., May, 2023
2022
A Unified Framework of Cloud Detection and Removal Based on Low-Rank and Group Sparse Regularizations for Multitemporal Multispectral Images.
IEEE Trans. Geosci. Remote. Sens., 2022
Least Squares Approximation via Sparse Subsampled Randomized Hadamard Transform.
IEEE Trans. Big Data, 2022
2021
An Alternating Rank-<i>k</i> Nonnegative Least Squares Framework (ARkNLS) for Nonnegative Matrix Factorization.
SIAM J. Matrix Anal. Appl., 2021
2020
An Alternating Rank-K Nonnegative Least Squares Framework (ARkNLS) for Nonnegative Matrix Factorization.
CoRR, 2020
2019
Numerical Computation for Orthogonal Low-Rank Approximation of Tensors.
SIAM J. Matrix Anal. Appl., 2019
Decomposition of completely symmetric states.
Quantum Inf. Process., 2019
A Fast Frequent Directions Algorithm for Low Rank Approximation.
IEEE Trans. Pattern Anal. Mach. Intell., 2019
2018
SVD-Based Algorithms for the Best Rank-1 Approximation of a Symmetric Tensor.
SIAM J. Matrix Anal. Appl., 2018
Methods for solving underdetermined systems.
Numer. Linear Algebra Appl., 2018
2017
Eigenvalue Embedding of Undamped Vibroacoustic Systems with No-spillover.
SIAM J. Matrix Anal. Appl., 2017
Nonconvex and Nonsmooth Optimization with Generalized Orthogonality Constraints: An Approximate Augmented Lagrangian Method.
J. Sci. Comput., 2017
Computing Singular Value Decompositions of Parameterized Matrices with Total Nonpositivity to High Relative Accuracy.
J. Sci. Comput., 2017
2016
Sparse Uncorrelated Linear Discriminant Analysis for Undersampled Problems.
IEEE Trans. Neural Networks Learn. Syst., 2016
Incremental Regularized Least Squares for Dimensionality Reduction of Large-Scale Data.
SIAM J. Sci. Comput., 2016
A Systematic Analysis on Analyticity of Semisimple Eigenvalues of Matrix-Valued Functions.
SIAM J. Matrix Anal. Appl., 2016
Matrix equations with application to control theory.
J. Frankl. Inst., 2016
2015
Incremental Linear Discriminant Analysis: A Fast Algorithm and Comparisons.
IEEE Trans. Neural Networks Learn. Syst., 2015
Analyticity of Semisimple Eigenvalues and Corresponding Eigenvectors of Matrix-Valued Functions.
SIAM J. Matrix Anal. Appl., 2015
Relative Perturbation Analysis for Eigenvalues and Singular Values of Totally Nonpositive Matrices.
SIAM J. Matrix Anal. Appl., 2015
2013
Sparse Representation Classifier Steered Discriminative Projection With Applications to Face Recognition.
IEEE Trans. Neural Networks Learn. Syst., 2013
Computing Derivatives of Repeated Eigenvalues and Corresponding Eigenvectors of Quadratic Eigenvalue Problems.
SIAM J. Matrix Anal. Appl., 2013
Sparse Canonical Correlation Analysis: New Formulation and Algorithm.
IEEE Trans. Pattern Anal. Mach. Intell., 2013
Sparse Uncorrelated Linear Discriminant Analysis.
Proceedings of the 30th International Conference on Machine Learning, 2013
2012
A Numerical Design of Interactors for General Descriptor Systems.
IEEE Trans. Autom. Control., 2012
Sparse Orthogonal Linear Discriminant Analysis.
SIAM J. Sci. Comput., 2012
Regularized orthogonal linear discriminant analysis.
Pattern Recognit., 2012
Discriminant analysis in pairwise kernel learning for SVM classification.
Int. J. Bioinform. Res. Appl., 2012
2011
Characterization of All Solutions for Undersampled Uncorrelated Linear Discriminant Analysis Problems.
SIAM J. Matrix Anal. Appl., 2011
Condition numbers and perturbation analysis for the Tikhonov regularization of discrete ill-posed problems.
Numer. Linear Algebra Appl., 2011
2010
A New and Fast Orthogonal Linear Discriminant Analysis on Undersampled Problems.
SIAM J. Sci. Comput., 2010
A new and fast implementation for null space based linear discriminant analysis.
Pattern Recognit., 2010
Sparse Representation Classifier Steered Discriminative Projection.
Proceedings of the 20th International Conference on Pattern Recognition, 2010
Well-posedness of two classes of singular distributed parameter systems in Hilbert space.
Proceedings of the 11th International Conference on Control, 2010
2009
Inclusion Principle for Descriptor Systems.
IEEE Trans. Autom. Control., 2009
Inertia and Rank Characterizations of Some Matrix Expressions.
SIAM J. Matrix Anal. Appl., 2009
Quadratic Model Updating with Symmetry, Positive Definiteness, and No Spill-Over.
SIAM J. Matrix Anal. Appl., 2009
2008
Algebraic Characterizations for Positive Realness of Descriptor Systems.
SIAM J. Matrix Anal. Appl., 2008
State Feedback Decoupling Problem with Stability for (A, B, C, D) Quadruples.
SIAM J. Matrix Anal. Appl., 2008
The extended J-spectral factorization for descriptor systems.
Autom., 2008
2007
Computing the Nearest Doubly Stochastic Matrix with A Prescribed Entry.
SIAM J. Sci. Comput., 2007
A Dual Optimization Approach to Inverse Quadratic Eigenvalue Problems with Partial Eigenstructure.
SIAM J. Sci. Comput., 2007
Bilateral Obstacle Control Problem of Parabolic Variational Inequalities.
SIAM J. Control. Optim., 2007
A numerical method for computing the Hamiltonian Schur form.
Numerische Mathematik, 2007
2006
A Matrix Pencil Approach to the Row by Row Decoupling Problem for Descriptor Systems.
SIAM J. Matrix Anal. Appl., 2006
On a Generalized Eigenvalue Problem for Nonsquare Pencils.
SIAM J. Matrix Anal. Appl., 2006
A Numerical Method for a Generalized Algebraic Riccati Equation.
SIAM J. Control. Optim., 2006
Reachable Matrices by a QR Step with Shift.
SIAM J. Appl. Dyn. Syst., 2006
Low rank update of singular values.
Math. Comput., 2006
A novel numerical method for exact model matching problem with stability.
Autom., 2006
2005
A Canonical Form for the Inclusion Principle of Dynamic Systems.
SIAM J. Control. Optim., 2005
Computation of the (J, J')-Lossless Factorization for General Rational Matrices.
SIAM J. Control. Optim., 2005
Optimal Control of Obstacle for Quasi-linear Elliptic Variational Bilateral Problems.
SIAM J. Control. Optim., 2005
2004
On the computation of the infimum in <i>H</i><sub>∞</sub>-optimization.
Numer. Linear Algebra Appl., 2004
2003
Correction to on the numerical computation in systems and control.
IEEE Trans. Autom. Control., 2003
A QR-type reduction for computing the SVD of a general matrix product/quotient.
Numerische Mathematik, 2003
The fixed poles of the disturbance decoupling problem and almost stability subspace \(\mathcal V^\star_{b, g}({\rm ker}(C))\).
Numerische Mathematik, 2003
2002
On the quadratic controllability and quadratic feedback minimality.
IEEE Trans. Autom. Control., 2002
On the numerical computation of a structural decomposition in systems and control.
IEEE Trans. Autom. Control., 2002
A new algorithm for an eigenvalue assignment problem from singular control theory.
IEEE Trans. Autom. Control., 2002
Solvability Conditions and Parameterization of All Solutions for the Triangular Decoupling Problem.
SIAM J. Matrix Anal. Appl., 2002
Numerically Reliable Computing for the Row by Row Decoupling Problem with Stability.
SIAM J. Matrix Anal. Appl., 2002
Numerically reliable design for proportional and derivative state-feedback decoupling controller.
Autom., 2002
2001
Disturbance decoupling for linear time-invariant systems: a matrix pencil approach.
IEEE Trans. Autom. Control., 2001
A case study for the open question: disturbance decoupling problem for singular systems by output feedback.
IEEE Trans. Autom. Control., 2001
2000
Disturbance decoupled observer design for linear time-invariant systems: a matrix pencil approach.
IEEE Trans. Autom. Control., 2000
On the Computation of the Restricted Singular Value Decomposition via the Cosine-Sine Decomposition.
SIAM J. Matrix Anal. Appl., 2000
Disturbance Decoupling for Descriptor Systems by State Feedback.
SIAM J. Control. Optim., 2000
1999
Necessary and sufficient conditions for the output feedback regularization of descriptor systems.
IEEE Trans. Autom. Control., 1999