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Shiqian Ma, Ph.D. - Publications

Affiliations: 
The Chinese University of Hong Kong, Hong Kong, Hong Kong 
 University of California, Davis, Davis, CA 
 2011 Operations Research Columbia University, New York, NY 
Area:
Operations Research
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41 high-probability publications. We are testing a new system for linking publications to authors. You can help! If you notice any inaccuracies, please sign in and mark papers as correct or incorrect matches. If you identify any major omissions or other inaccuracies in the publication list, please let us know.

Year Citation  Score
2020 Hong M, Chang T, Wang X, Razaviyayn M, Ma S, Luo Z. A Block Successive Upper Bound Minimization Method of Multipliers for Linearly Constrained Convex Optimization Mathematics of Operations Research. 45: 833-861. DOI: 10.1287/Moor.2019.1010  0.497
2020 Chen S, Ma S, Xue L, Zou H. An Alternating Manifold Proximal Gradient Method for Sparse Principal Component Analysis and Sparse Canonical Correlation Analysis Informs Journal On Optimization. 2: 192-208. DOI: 10.1287/ijoo.2019.0032  0.472
2020 Chen S, Ma S, So AM, Zhang T. Proximal Gradient Method for Nonsmooth Optimization over the Stiefel Manifold Siam Journal On Optimization. 30: 210-239. DOI: 10.1137/18M122457X  0.469
2020 Tan C, Qian Y, Ma S, Zhang T. Accelerated dual-averaging primal–dual method for composite convex minimization Optimization Methods & Software. 35: 741-766. DOI: 10.1080/10556788.2020.1713779  0.352
2020 Ma S, Wang F, Wei L, Wolkowicz H. Robust Principal Component Analysis using Facial Reduction Optimization and Engineering. 21: 1195-1219. DOI: 10.1007/S11081-019-09476-9  0.534
2019 Liu Y, Liu X, Ma S. On the Nonergodic Convergence Rate of an Inexact Augmented Lagrangian Framework for Composite Convex Programming Mathematics of Operations Research. 44: 632-650. DOI: 10.1287/Moor.2018.0939  0.44
2019 Jiang B, Lin T, Ma S, Zhang S. Structured nonconvex and nonsmooth optimization: algorithms and iteration complexity analysis Computational Optimization and Applications. 72: 115-157. DOI: 10.1007/S10589-018-0034-Y  0.565
2019 Zhang J, Ma S, Zhang S. Primal-dual optimization algorithms over Riemannian manifolds: an iteration complexity analysis Mathematical Programming. 1-46. DOI: 10.1007/S10107-019-01418-8  0.562
2018 Aybat NS, Wang Z, Lin T, Ma S. Distributed Linearized Alternating Direction Method of Multipliers for Composite Convex Consensus Optimization Ieee Transactions On Automatic Control. 63: 5-20. DOI: 10.1109/Tac.2017.2713046  0.35
2018 Jiang B, Ma S, Zhang S. Low-M-Rank Tensor Completion and Robust Tensor PCA Ieee Journal of Selected Topics in Signal Processing. 12: 1390-1404. DOI: 10.1109/Jstsp.2018.2873144  0.327
2018 Ma S, Aybat NS. Efficient Optimization Algorithms for Robust Principal Component Analysis and Its Variants Proceedings of the Ieee. 106: 1411-1426. DOI: 10.1109/JPROC.2018.2846606  0.325
2018 Gu Y, Fan J, Kong L, Ma S, Zou H. ADMM for High-Dimensional Sparse Penalized Quantile Regression Technometrics. 60: 319-331. DOI: 10.1080/00401706.2017.1345703  0.447
2018 Lin T, Ma S, Zhang S. Global Convergence of Unmodified 3-Block ADMM for a Class of Convex Minimization Problems Journal of Scientific Computing. 76: 69-88. DOI: 10.1007/S10915-017-0612-7  0.509
2017 Wang X, Ma S, Goldfarb D, Liu W. Stochastic Quasi-Newton Methods for Nonconvex Stochastic Optimization Siam Journal On Optimization. 27: 927-956. DOI: 10.1137/15M1053141  0.586
2016 Jiang B, Ma S, Causey J, Qiao L, Hardin MP, Bitts I, Johnson D, Zhang S, Huang X. SparRec: An effective matrix completion framework of missing data imputation for GWAS. Scientific Reports. 6: 35534. PMID 27762341 DOI: 10.1038/Srep35534  0.379
2016 Wang X, Ma S, Yuan Y. Penalty methods with stochastic approximation for stochastic nonlinear programming Ieee Communications Magazine. 86: 1793-1820. DOI: 10.1090/Mcom/3178  0.484
2016 Ma S, Yang J. Applications of gauge duality in robust principal component analysis and semidefinite programming Science China-Mathematics. 59: 1579-1592. DOI: 10.1007/S11425-016-0312-1  0.485
2016 Lin T, Ma S, Zhang S. Iteration Complexity Analysis of Multi-block ADMM for a Family of Convex Minimization Without Strong Convexity Journal of Scientific Computing. 1-30. DOI: 10.1007/S10915-016-0182-0  0.507
2015 Chen C, Chan RH, Ma S, Yang J. Inertial proximal admm for linearly constrained separable convex optimization Siam Journal On Imaging Sciences. 8: 2239-2267. DOI: 10.1137/15100463X  0.535
2015 Chen C, Ma S, Yang J. A general inertial proximal point algorithm for mixed variational inequality problem Siam Journal On Optimization. 25: 2120-2142. DOI: 10.1137/140980910  0.558
2015 Lin T, Ma S, Zhang S. On the Global Linear Convergence of the ADMM with MultiBlock Variables Siam Journal On Optimization. 25: 1478-1497. DOI: 10.1137/140971178  0.454
2015 Liu YF, Dai YH, Ma S. Joint power and admission control: Non-Convex Lq approximation and an effective polynomial time deflation approach Ieee Transactions On Signal Processing. 63: 3681-3696. DOI: 10.1109/Tsp.2015.2428224  0.443
2015 Qin ZT, Goldfarb D, Ma S. An alternating direction method for total variation denoising Optimization Methods & Software. 30: 594-615. DOI: 10.1080/10556788.2014.955100  0.712
2015 Ma S. Alternating Proximal Gradient Method for Convex Minimization Journal of Scientific Computing. 1-27. DOI: 10.1007/S10915-015-0150-0  0.543
2015 Lin T, Ma S, Zhang S. An Extragradient-Based Alternating Direction Method for Convex Minimization Foundations of Computational Mathematics. DOI: 10.1007/S10208-015-9282-8  0.541
2015 Liu YF, Ma S, Dai YH, Zhang S. A smoothing SQP framework for a class of composite Lq minimization over polyhedron Mathematical Programming. DOI: 10.1007/S10107-015-0939-5  0.488
2015 Jiang B, Ma S, Zhang S. Tensor principal component analysis via convex optimization Mathematical Programming. 150: 423-457. DOI: 10.1007/S10107-014-0774-0  0.538
2014 Hong M, Chang TH, Wang X, Razaviyayn M, Ma S, Luo ZQ. A block coordinate descent method of multipliers: Convergence analysis and applications Icassp, Ieee International Conference On Acoustics, Speech and Signal Processing - Proceedings. 7689-7693. DOI: 10.1109/ICASSP.2014.6855096  0.505
2014 Jiang B, Ma S, Zhang S. Alternating direction method of multipliers for real and complex polynomial optimization models Optimization. 63: 883-898. DOI: 10.1080/02331934.2014.895901  0.534
2014 Aybat NS, Goldfarb D, Ma S. Efficient algorithms for robust and stable principal component pursuit problems Computational Optimization and Applications. 58: 1-29. DOI: 10.1007/S10589-013-9613-0  0.666
2013 Ma S, Xue L, Zou H. Alternating direction methods for latent variable gaussian graphical model selection. Neural Computation. 25: 2172-98. PMID 23607561 DOI: 10.1162/Neco_A_00379  0.566
2013 Ma S. Alternating Direction Method of Multipliers for Sparse Principal Component Analysis Journal of the Operations Research Society of China. 1: 253-274. DOI: 10.1007/S40305-013-0016-9  0.523
2013 Huang B, Ma S, Goldfarb D. Accelerated Linearized Bregman Method Journal of Scientific Computing. 54: 428-453. DOI: 10.1007/S10915-012-9592-9  0.704
2013 Goldfarb D, Ma S, Scheinberg K. Fast alternating linearization methods for minimizing the sum of two convex functions Mathematical Programming. 141: 349-382. DOI: 10.1007/S10107-012-0530-2  0.66
2012 Goldfarb D, Ma S. Fast Multiple-Splitting Algorithms for Convex Optimization Siam Journal On Optimization. 22: 533-556. DOI: 10.1137/090780705  0.653
2012 Xue L, Ma S, Zou H. Positive-Definite ℓ1-Penalized Estimation of Large Covariance Matrices Journal of the American Statistical Association. 107: 1480-1491. DOI: 10.1080/01621459.2012.725386  0.339
2011 Goldfarb D, Ma S. Convergence of Fixed-Point Continuation Algorithms for Matrix Rank Minimization Foundations of Computational Mathematics. 11: 183-210. DOI: 10.1007/S10208-011-9084-6  0.682
2011 Ma S, Goldfarb D, Chen L. Fixed point and Bregman iterative methods for matrix rank minimization Mathematical Programming. 128: 321-353. DOI: 10.1007/S10107-009-0306-5  0.718
2009 Wang Y, Ma S. A fast subspace method for image deblurring Applied Mathematics and Computation. 215: 2359-2377. DOI: 10.1016/J.Amc.2009.08.033  0.472
2009 Wang Y, Ma S, Yang H, Wang J, Li X. On the effective inversion by imposing a priori information for retrieval of land surface parameters Science in China Series D: Earth Sciences. 52: 540-549. DOI: 10.1007/S11430-009-0036-9  0.449
2004 Ma SM. A fast algorithm for curve singularities Bulletin of the Australian Mathematical Society. 69: 403-414.  0.306
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