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Shenglong Zhou
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Cited by
Year
On solutions of sparsity constrained optimization
LL Pan, NH Xiu, SL Zhou
Journal of the Operations Research Society of China 3 (4), 421-439, 2015
382015
A convergent iterative hard thresholding for nonnegative sparsity optimization
L Pan, S Zhou, N Xiu, HD Qi
Pacific Journal of Optimization 13 (2), 325-353, 2017
33*2017
Global and quadratic convergence of Newton hard-thresholding pursuit
S Zhou, N Xiu, HD Qi
Journal of Machine Learning Research 22 (12), 1-45, 2021
322021
A null-space-based weighted l1 minimization approach to compressed sensing
S Zhou, N Xiu, Y Wang, L Kong, HD Qi
Information and Inference: A Journal of the IMA 5 (1), 76-102, 2016
26*2016
Support vector machine classifier via soft-margin loss
H Wang, Y Shao, S Zhou, C Zhang, N Xiu
IEEE Transactions on Pattern Analysis and Machine Intelligence 44 (10), 7253 …, 2022
232022
A fast matrix majorization-projection method for penalized stress minimization with box constraints
S Zhou, N Xiu, HD Qi
IEEE Transactions on Signal Processing 66 (16), 4331-4346, 2018
192018
BOLIB 2019: Bilevel Optimization LIBrary of test problems version 2
S Zhou, AB Zemkoho, A Tin
18*2019
New bounds for RIC in compressed sensing
S Zhou, L Kong, N Xiu
Journal of the Operations Research Society of China 1 (2), 227-237, 2013
172013
An extended Newton-type algorithm for -regularized sparse logistic regression and its efficiency for classifying large-scale datasets
R Wang, N Xiu, S Zhou
Journal of Computational and Applied Mathematics 39, 1-17, 2021
16*2021
Semismooth Newton-type method for bilevel optimization: Global convergence and extensive numerical experiments
A Fischer, AB Zemkoho, S Zhou
Optimization Methods and Software, 2021
132021
Communication-efficient ADMM-based federated learning
S Zhou, GY Li
arXiv preprint arXiv:2110.15318, 2021
122021
Theoretical and numerical comparison of the Karush-Kuhn-Tucker and value function reformulations in bilevel optimization
A Zemkoho, S Zhou
Computational Optimization and Applications 78, 625–674, 2021
122021
Sparse SVM for sufficient data reduction
S Zhou
IEEE Transactions on Pattern Analysis and Machine Intelligence 44 (9), 5560-5571, 2022
92022
Sparse and low-rank covariance matrix estimation
SL Zhou, NH Xiu, ZY Luo, LC Kong
Journal of the Operations Research Society of China 3 (2), 231-250, 2015
92015
Newton method for l0-regularized optimization
S Zhou, L Pan, N Xiu
Numerical Algorithms 88, 1541–1570, 2021
82021
Robust Euclidean embedding via EDM optimization
S Zhou, N Xiu, HD Qi
Mathematical Programming Computation 12, 337–387, 2020
82020
New RIC bounds via -minimization with 0< q<= 1 in compressed sensing
S Zhou, L Kong, Z Luo, N Xiu
arXiv preprint arXiv:1308.0455, 2013
72013
Computing one-bit compressive sensing via double-sparsity constrained optimization
S Zhou, Z Luo, N Xiu, G Li
IEEE Transactions on Signal Processing, 2022
42022
Matrix optimization over low-rank spectral sets: stationary points and local and global minimizers
X Li, N Xiu, S Zhou
Journal of Optimization Theory and Applications 184 (3), 895-930, 2020
42020
A smoothing iterative method for quantile regression with nonconvex penalty
L Zhang, L Kong, Y Li, S Zhou
Journal of Industrial & Management Optimization 13 (1), 93, 2017
42017
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Articles 1–20