Li-Zhi Liao

Publication Activity (10 Years)

Years Active: 1993-2024
Publications (10 Years): 13

Top Topics

Global Convergence

Alternating Least Squares

Convex Programming

Top Venues

IEEE Trans. Neural Networks Learn. Syst.

J. Sci. Comput.

Publications

Xingbao Gao, Li-Zhi Liao
Novel Continuous- and Discrete-Time Neural Networks for Solving Quadratic Minimax Problems With Linear Equality Constraints. IEEE Trans. Neural Networks Learn. Syst. 35 (7) (2024)
Liangshao Hou, Delin Chu, Li-Zhi Liao
Convergence of a Fast Hierarchical Alternating Least Squares Algorithm for Nonnegative Matrix Factorization. IEEE Trans. Knowl. Data Eng. 36 (1) (2024)
Liangshao Hou, Delin Chu, Li-Zhi Liao
A Progressive Hierarchical Alternating Least Squares Method for Symmetric Nonnegative Matrix Factorization. IEEE Trans. Pattern Anal. Mach. Intell. 45 (5) (2023)
Liangshao Hou, Xun Qian, Li-Zhi Liao, Jie Sun
An Interior Point Parameterized Central Path Following Algorithm for Linearly Constrained Convex Programming. J. Sci. Comput. 90 (3) (2022)
Xun Qian, Li-Zhi Liao, Jie Sun
A strategy of global convergence for the affine scaling algorithm for convex semidefinite programming. Math. Program. 179 (1) (2020)
Hong Zhu, Li-Zhi Liao, Michael K. Ng
Multi-Instance Dimensionality Reduction via Sparsity and Orthogonality. Neural Comput. 30 (12) (2018)
Hong Zhu, Chuan Chen, Li-Zhi Liao, Michael K. Ng
Multiple graphs clustering by gradient flow method. J. Frankl. Inst. 355 (4) (2018)
Xun Qian, Li-Zhi Liao
Generalized Affine Scaling Trajectory Analysis for Linearly Constrained Convex Programming. ISNN (2018)
Xun Qian, Li-Zhi Liao, Jie Sun, Hong Zhu
The Convergent Generalized Central Paths for Linearly Constrained Convex Programming. SIAM J. Optim. 28 (2) (2018)
Jie Sun, Li-Zhi Liao, Brian Rodrigues
Quadratic two-stage stochastic optimization with coherent measures of risk. Math. Program. 168 (1-2) (2018)
Xing-Bao Gao, Li-Zhi Liao
A Novel Neural Network for Generally Constrained Variational Inequalities. IEEE Trans. Neural Networks Learn. Syst. 28 (9) (2017)
Hong Zhu, Xiaowei Zhang, Delin Chu, Li-Zhi Liao
Nonconvex and Nonsmooth Optimization with Generalized Orthogonality Constraints: An Approximate Augmented Lagrangian Method. J. Sci. Comput. 72 (1) (2017)
Xiaowei Zhang, Li Cheng, Delin Chu, Li-Zhi Liao, Michael K. Ng, Roger C. E. Tan
Incremental Regularized Least Squares for Dimensionality Reduction of Large-Scale Data. SIAM J. Sci. Comput. 38 (3) (2016)
Delin Chu, Li-Zhi Liao, Michael Kwok-Po Ng, Xiaoyan Wang
Incremental Linear Discriminant Analysis: A Fast Algorithm and Comparisons. IEEE Trans. Neural Networks Learn. Syst. 26 (11) (2015)
Lei-Hong Zhang, Wei Hong Yang, Li-Zhi Liao
A note on the trace quotient problem. Optim. Lett. 8 (5) (2014)
Li-Zhi Liao
A Study of the Dual Affine Scaling Continuous Trajectories for Linear Programming. J. Optim. Theory Appl. 163 (2) (2014)
Min Li, Li-Zhi Liao, Xiao-Ming Yuan
Inexact Alternating Direction Methods of Multipliers with Logarithmic-Quadratic Proximal Regularization. J. Optim. Theory Appl. 159 (2) (2013)
Lei-Hong Zhang, Li-Zhi Liao, Michael K. Ng
Superlinear Convergence of a General Algorithm for the Generalized Foley-Sammon Discriminant Analysis. J. Optim. Theory Appl. 157 (3) (2013)
Delin Chu, Li-Zhi Liao, Michael K. Ng, Xiaowei Zhang
Sparse Canonical Correlation Analysis: New Formulation and Algorithm. IEEE Trans. Pattern Anal. Mach. Intell. 35 (12) (2013)
Wai-Ki Ching, Delin Chu, Li-Zhi Liao, Xiaoyan Wang
Regularized orthogonal linear discriminant analysis. Pattern Recognit. 45 (7) (2012)
Bingsheng He, Li-Zhi Liao, Xiang Wang
Proximal-like contraction methods for monotone variational inequalities in a unified framework I: Effective quadruplet and primary methods. Comput. Optim. Appl. 51 (2) (2012)
Bingsheng He, Li-Zhi Liao, Xiang Wang
Proximal-like contraction methods for monotone variational inequalities in a unified framework II: general methods and numerical experiments. Comput. Optim. Appl. 51 (2) (2012)
Delin Chu, Li-Zhi Liao, Michael K. Ng
Sparse Orthogonal Linear Discriminant Analysis. SIAM J. Sci. Comput. 34 (5) (2012)
Lei-Hong Zhang, Li-Zhi Liao
An alternating variable method for the maximal correlation problem. J. Glob. Optim. 54 (1) (2012)
Michael K. Ng, Li-Zhi Liao, Lei-Hong Zhang
On sparse linear discriminant analysis algorithm for high-dimensional data classification. Numer. Linear Algebra Appl. 18 (2) (2011)
Lei-Hong Zhang, Li-Zhi Liao, Li-Ming Sun
Towards the global solution of the maximal correlation problem. J. Glob. Optim. 49 (1) (2011)
Xing-Bao Gao, Li-Zhi Liao
Stability and Convergence Analysis for a Class of Neural Networks. IEEE Trans. Neural Networks 22 (11) (2011)
Xiang Wang, Bingsheng He, Li-Zhi Liao
Steplengths in the extragradient type methods. J. Comput. Appl. Math. 233 (11) (2010)
Xing-Bao Gao, Li-Zhi Liao
A new one-layer neural network for linear and quadratic programming. IEEE Trans. Neural Networks 21 (6) (2010)
Li-Zhi Liao
Interior point based continuous methods for linear programming. IJCNN (2010)
Lei-Hong Zhang, Li-Zhi Liao, Michael K. Ng
Fast Algorithms for the Generalized Foley-Sammon Discriminant Analysis. SIAM J. Matrix Anal. Appl. 31 (4) (2010)
Xing-Bao Gao, Li-Zhi Liao
A New Projection-Based Neural Network for Constrained Variational Inequalities. IEEE Trans. Neural Networks 20 (3) (2009)
C. T. Kelley, Li-Zhi Liao, Liqun Qi, Moody T. Chu, Jill P. Reese, C. Winton
Projected Pseudotransient Continuation. SIAM J. Numer. Anal. 46 (6) (2008)
Min Li, Li-Zhi Liao, Xiao-Ming Yuan
A modified descent method for co-coercive variational inequalities. Eur. J. Oper. Res. 189 (2) (2008)
Xinlong Luo, Li-Zhi Liao, Hon Wah Tam
Convergence analysis of the Levenberg-Marquardt method. Optim. Methods Softw. 22 (4) (2007)
Xing-Bao Gao, Li-Zhi Liao
A Novel Neural Network for a Class of Convex Quadratic Minimax Problems. Neural Comput. 18 (8) (2006)
Xing-Bao Gao, Li-Zhi Liao, Liqun Qi
A novel neural network for variational inequalities with linear and nonlinear constraints. IEEE Trans. Neural Networks 16 (6) (2005)
Li-Zhi Liao, Liqun Qi, Hon Wah Tam
A Gradient-based Continuous Method for Large-scale Optimization Problems. J. Glob. Optim. 31 (2) (2005)
Li-Zhi Liao, Houduo Qi, Liqun Qi
Neurodynamical Optimization. J. Glob. Optim. 28 (2) (2004)
Xing-Bao Gao, Li-Zhi Liao, Weimin Xue
A neural network for a class of convex quadratic minimax problems with constraints. IEEE Trans. Neural Networks 15 (3) (2004)
Yu-Hong Dai, Li-Zhi Liao, Duan Li
On Restart Procedures for the Conjugate Gradient Method. Numer. Algorithms 35 (2-4) (2004)
Bingsheng He, Li-Zhi Liao, Shengli Wang
Self-adaptive operator splitting methods for monotone variational inequalities. Numerische Mathematik 94 (4) (2003)
Chi-Kong Ng, Li-Zhi Liao, Duan Li
A Globally Convergent and Efficient Method for Unconstrained Discrete-Time Optimal Control. J. Glob. Optim. 23 (3-4) (2002)
Li-Zhi Liao, Duan Li
Adaptive differential dynamic programming for multiobjective optimal control. Autom. 38 (6) (2002)
Bingsheng He, Li-Zhi Liao, Deren Han, Hai Yang
A new inexact alternating directions method for monotone variational inequalities. Math. Program. 92 (1) (2002)
Qiaoming Han, Li-Zhi Liao, Houduo Qi, Liqun Qi
Stability Analysis of Gradient-Based Neural Networks for Optimization Problems. J. Glob. Optim. 19 (4) (2001)
Houduo Qi, Li-Zhi Liao
A Smoothing Newton Method for General Nonlinear Complementarity Problems. Comput. Optim. Appl. 17 (2-3) (2000)
Li-Zhi Liao, Duan Li
Successive method for general multiple linear-quadratic control problem in discrete time. IEEE Trans. Autom. Control. 45 (7) (2000)
Houduo Qi, Li-Zhi Liao
A Smoothing Newton Method for Extended Vertical Linear Complementarity Problems. SIAM J. Matrix Anal. Appl. 21 (1) (1999)
Li-Zhi Liao
A Recurrent Neural Network for N-Stage Optimal Control Problems. Neural Process. Lett. 10 (3) (1999)
Li-Zhi Liao, Christine A. Shoemaker
A Parallel Clustered Dynamic Programming Algorithm for Discrete Time Optimal Control Problems. PPSC (1993)
Hugh M. Caffey, Li-Zhi Liao, Christine A. Shoemaker
Parallel Processing of Large Scale Discrete-Time Unconstrained Differential Dynamic Programming. Parallel Comput. 19 (9) (1993)