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Zhaosong Lu · SciRah

Researcher profile · Semantic Scholar

Zhaosong Lu

University of Minnesota

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Zhaosong Lu — researcher profile on SciRah

ORCID iD 0000-0003-3277-7853Homepage

h-index: 34
Works: 89
Citations: 4,441

Most-cited papers

A General Iterative Shrinkage and Thresholding Algorithm for Non-convex Regularized Optimization Problems
Ping-Hua Gong, Chang-Shui Zhang, Zhaosong Lu, Jianhua Z. Huang +1 more
2013International Conference on Machine Learning438 citations
Semantic Scholar
Dimension reduction and coefficient estimation in multivariate linear regression
Ming Yuan, Ali Ekici, Zhaosong Lu, R. D. Monteiro
2007354 citations
Semantic Scholar
On the complexity analysis of randomized block-coordinate descent methods
Zhaosong Lu, Lin Xiao
2013Mathematical programming267 citations Open access
Semantic Scholar
Sparse Approximation via Penalty Decomposition Methods
Zhaosong Lu, Yong Zhang
2012SIAM Journal on Optimization218 citations Open access
Semantic Scholar
Primal-dual first-order methods with O (1/e) iteration-complexity for cone programming.
Guanghui Lan, Zhaosong Lu, R. D. Monteiro
2011179 citations
Semantic Scholar
Iterative reweighted minimization methods for $$l_p$$lp regularized unconstrained nonlinear programming
Zhaosong Lu
2012Mathematical programming165 citations
Semantic Scholar
An augmented Lagrangian approach for sparse principal component analysis
Zhaosong Lu, Yong Zhang
2009Mathematical programming140 citations Open access
Semantic Scholar
An Accelerated Randomized Proximal Coordinate Gradient Method and its Application to Regularized Empirical Risk Minimization
Qihang Lin, Zhaosong Lu, Lin Xiao
2015SIAM Journal on Optimization136 citations
Semantic Scholar
An Accelerated Proximal Coordinate Gradient Method
Qihang Lin, Zhaosong Lu, Lin Xiao
2014Neural Information Processing Systems133 citations
Semantic Scholar
Fused Multiple Graphical Lasso
Sen Yang, Zhaosong Lu, Xiao-Tong T. Shen, Peter Wonka +1 more
2012SIAM Journal on Optimization114 citations Open access
Semantic Scholar
Orthogonal Rank-One Matrix Pursuit for Low Rank Matrix Completion
Zheng Wang, M. Lai, Zhaosong Lu, Wei Fan +2 more
2014SIAM Journal on Scientific Computing102 citations Open access
Semantic Scholar
Diagonal Quadratic Approximation for Parallelization of Analytical Target Cascading
Yan-Jing Li, Zhaosong Lu, Jeremy J. Michalek
2007Design Automation Conference99 citations
Semantic Scholar
ℓ0 Minimization for wavelet frame based image restoration
Yong Zhang, Bin Dong, Zhaosong Lu
2011Mathematics of Computation98 citations Open access
Semantic Scholar
Iterative hard thresholding methods for l0\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$l_0$$\end{document} regulari
Zhaosong Lu
2012Mathematical programming92 citations
Semantic Scholar
Penalty decomposition methods for rank minimization
Zhaosong Lu, Yong Zhang, Xiaorui Li
2010Optim. Methods Softw.92 citations Open access
Semantic Scholar
First-order penalty methods for bilevel optimization
Zhaosong Lu, Sanyou Mei
2023SIAM Journal on Optimization88 citations Open access
Semantic Scholar
Primal-dual first-order methods with $${\mathcal {O}(1/\epsilon)}$$ iteration-complexity for cone programming
Guanghui Lan, Zhaosong Lu, R. D. Monteiro
2011Mathematical programming86 citations
Semantic Scholar
Generalized-Smooth Nonconvex Optimization is As Efficient As Smooth Nonconvex Optimization
Ziyi Chen, Yi Zhou, Ying-Bin Liang, Zhaosong Lu
2023International Conference on Machine Learning83 citations
Semantic Scholar
Rank-One Matrix Pursuit for Matrix Completion
Zheng Wang, M. Lai, Zhaosong Lu, Wei Fan +2 more
2014International Conference on Machine Learning72 citations
Semantic Scholar
Convex optimization methods for dimension reduction and coefficient estimation in multivariate linear regression
Zhaosong Lu, R. D. Monteiro, Ming Yuan
2009Mathematical programming65 citations Open access
Semantic Scholar
Enhanced proximal DC algorithms with extrapolation for a class of structured nonsmooth DC minimization
Zhaosong Lu, Zirui Zhou, Zhe Sun
2018Mathematical programming63 citations
Semantic Scholar
An Accelerated Proximal Coordinate Gradient Method and its Application to Regularized Empirical Risk Minimization
Qihang Lin, Zhaosong Lu, Lin Xiao
201459 citations
Semantic Scholar
Optimal Solutions for the Closest-String Problem via Integer Programming
C. N. Meneses, Zhaosong Lu, Carlos A. S. Oliveira, P. Pardalos
2004INFORMS journal on computing59 citations
Semantic Scholar
Penalty Methods for a Class of Non-Lipschitz Optimization Problems
Xiao-Jun Chen, Zhaosong Lu, Kei-Pong Ting
2014SIAM Journal on Optimization58 citations Open access
Semantic Scholar
Assessing the Value of Dynamic Pricing in Network Revenue Management
Dan Zhang, Zhaosong Lu
2013INFORMS journal on computing58 citations
Semantic Scholar
A computational study on robust portfolio selection based on a joint ellipsoidal uncertainty set
Zhaosong Lu
2011Mathematical programming55 citations
Semantic Scholar
An efficient optimization approach for a cardinality-constrained index tracking problem
Feng-Min Xu, Zhaosong Lu, Zong-Ben Xu
2015Optim. Methods Softw.54 citations Open access
Semantic Scholar
An Augmented Lagrangian Method for Non-Lipschitz Nonconvex Programming
Xiao-Jun Chen, Lei Guo, Zhaosong Lu, Jane J. Ye
2017SIAM Journal on Numerical Analysis51 citations Open access
Semantic Scholar
Adaptive First-Order Methods for General Sparse Inverse Covariance Selection
Zhaosong Lu
2009SIAM Journal on Matrix Analysis and Applications48 citations Open access
Semantic Scholar
Sparse Recovery via Partial Regularization: Models, Theory and Algorithms
Zhaosong Lu, Xiaorui Li
2015Mathematics of Operations Research41 citations Open access
Semantic Scholar
An alternating direction method for finding Dantzig selectors
Zhaosong Lu, Ting Kei Pong, Yong Zhang
2010Computational Statistics & Data Analysis39 citations Open access
Semantic Scholar
Minimizing Condition Number via Convex Programming
Zhaosong Lu, Kei-Pong Ting
2011SIAM Journal on Matrix Analysis and Applications38 citations Open access
Semantic Scholar
Large-scale semidefinite programming via a saddle point Mirror-Prox algorithm
Zhaosong Lu, A. Nemirovski, R. D. Monteiro
2007Mathematical programming38 citations
Semantic Scholar
Convergence rate analysis of a sequential convex programming method with line search for a class of constrained difference-of-convex optimization problems
Pei-Ran Yu, Kei-Pong Ting, Zhaosong Lu
202035 citations
Semantic Scholar
Penalty Decomposition Methods for $L0$-Norm Minimization
Zhaosong Lu, Yong Zhang
2010arXiv.org34 citations
Semantic Scholar
Randomized Block Coordinate Non-Monotone Gradient Method for a Class of Nonlinear Programming
Zhaosong Lu, Lin Xiao
2013arXiv.org33 citations
Semantic Scholar
FeaFiner: biomarker identification from medical data through feature generalization and selection
Jia-Yu Zhou, Zhaosong Lu, Ji-Meng Sun, Lei Yuan +2 more
2013Knowledge Discovery and Data Mining33 citations
Semantic Scholar
Nonmonotone Enhanced Proximal DC Algorithms for a Class of Structured Nonsmooth DC Programming
Zhaosong Lu, Zirui Zhou
2019SIAM Journal on Optimization32 citations
Semantic Scholar
Sequential Convex Programming Methods for A Class of Structured Nonlinear Programming
Zhaosong Lu
2012arXiv.org32 citations
Semantic Scholar
Smooth Optimization Approach for Sparse Covariance Selection
Zhaosong Lu
2008SIAM Journal on Optimization31 citations Open access
Semantic Scholar
Iteration-complexity of first-order augmented Lagrangian methods for convex conic programming
Zhaosong Lu, Zirui Zhou
2018SIAM Journal on Optimization30 citations Open access
Semantic Scholar
Computing Optimal Experimental Designs via Interior Point Method
Zhaosong Lu, Kei-Pong Ting
2010SIAM Journal on Matrix Analysis and Applications30 citations Open access
Semantic Scholar
A Proximal Gradient Method for Ensemble Density Functional Theory
M. Ulbrich, Zaiwen Wen, Chao Yang, Dennis Klöckner +1 more
2015SIAM Journal on Scientific Computing26 citations
Semantic Scholar
A New Cone Programming Approach for Robust Portfolio Selection
Zhaosong Lu
200826 citations
Semantic Scholar
Limiting behavior of the Alizadeh–Haeberly–Overton weighted paths in semidefinite programming
Zhaosong Lu, R. D. Monteiro
2007Optim. Methods Softw.25 citations
Semantic Scholar
An Iterative Solver-Based Infeasible Primal-Dual Path-Following Algorithm for Convex Quadratic Programming
Zhaosong Lu, R. D. Monteiro, Jerome W. O'Neal
2006SIAM Journal on Optimization25 citations
Semantic Scholar
A Randomized Nonmonotone Block Proximal Gradient Method for a Class of Structured Nonlinear Programming
Zhaosong Lu, Lin Xiao
2013SIAM Journal on Numerical Analysis22 citations Open access
Semantic Scholar
A new nonconvex low-rank tensor approximation method with applications to hyperspectral images denoising
Zhi-Hui Tu, Jian Lu, Hong Zhu, Huan Pan +3 more
2023Inverse Problems21 citations Open access
Semantic Scholar
Optimization over Sparse Symmetric Sets via a Nonmonotone Projected Gradient Method
Zhaosong Lu
201521 citations
Semantic Scholar
Error Bounds and Limiting Behavior of Weighted Paths Associated with the SDP Map X1/2SX1/2
Zhaosong Lu, R. D. Monteiro
2005SIAM Journal on Optimization21 citations
Semantic Scholar

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