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
90 2022 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
62 2021 On solutions of sparsity constrained optimization LL Pan, NH Xiu, SL Zhou
Journal of the Operations Research Society of China 3, 421-439, 2015
46 2015 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
45 * 2017 Sparse SVM for sufficient data reduction S Zhou
IEEE Transactions on Pattern Analysis and Machine Intelligence 44 (9), 5560-5571, 2022
39 2022 Federated learning via inexact ADMM S Zhou, GY Li
IEEE Transactions on Pattern Analysis and Machine Intelligence, 10, 2023
37 2023 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
31 * 2021 A null-space-based weighted l 1 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
28 * 2016 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
25 2018 Communication-efficient ADMM-based federated learning S Zhou, GY Li
arXiv preprint arXiv:2110.15318, 2021
23 2021 BOLIB 2019: Bilevel Optimization LIBrary of test problems version 2 S Zhou, AB Zemkoho, A Tin
23 * 2019 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
21 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
18 2021 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
18 2013 Newton method for l0-regularized optimization S Zhou, L Pan, N Xiu
Numerical Algorithms 88, 1541–1570, 2021
16 * 2021 Quadratic convergence of Smoothing Newton's method for 0/1 loss optimization S Zhou, L Pan, N Xiu, H Qi
SIAM Journal on Optimization 31 (4), 3184–3211, 2021
15 2021 Computing one-bit compressive sensing via double-sparsity constrained optimization S Zhou, Z Luo, N Xiu, G Li
IEEE Transactions on Signal Processing, 2022
13 2022 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
13 2015 Robust Euclidean embedding via EDM optimization S Zhou, N Xiu, HD Qi
Mathematical Programming Computation 12, 337–387, 2020
12 2020 FedGiA: An Efficient Hybrid Algorithm for Federated Learning S Zhou, GY Li
IEEE Transactions on Signal Processing 71, 1493-1508, 2023
11 * 2023