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Author ID: chi.yuejie Recent zbMATH articles by "Chi, Yuejie"
Published as: Chi, Yuejie

Publications by Year

Citations contained in zbMATH Open

32 Publications have been cited 361 times in 239 Documents Cited by Year
Nonconvex optimization meets low-rank matrix factorization: an overview. Zbl 07123429
Chi, Yuejie; Lu, Yue M.; Chen, Yuxin
53
2019
Sensitivity to basis mismatch in compressed sensing. Zbl 1392.94144
Chi, Yuejie; Scharf, Louis L.; Pezeshki, Ali; Calderbank, A. Robert
41
2011
Implicit regularization in nonconvex statistical estimation: gradient descent converges linearly for phase retrieval, matrix completion, and blind deconvolution. Zbl 1445.90089
Ma, Cong; Wang, Kaizheng; Chi, Yuejie; Chen, Yuxin
32
2020
Robust spectral compressed sensing via structured matrix completion. Zbl 1360.94064
Chen, Yuxin; Chi, Yuejie
31
2014
Gradient descent with random initialization: fast global convergence for nonconvex phase retrieval. Zbl 1415.90086
Chen, Yuxin; Chi, Yuejie; Fan, Jianqing; Ma, Cong
31
2019
Exact and stable covariance estimation from quadratic sampling via convex programming. Zbl 1359.62181
Chen, Yuxin; Chi, Yuejie; Goldsmith, Andrea J.
28
2015
A nonconvex approach for phase retrieval: reshaped Wirtinger flow and incremental algorithms. Zbl 1440.94020
Zhang, Huishuai; Liang, Yingbin; Chi, Yuejie
25
2017
Noisy matrix completion: understanding statistical guarantees for convex relaxation via nonconvex optimization. Zbl 1477.90060
Chen, Yuxin; Chi, Yuejie; Fan, Jianqing; Ma, Cong; Yan, Yuling
16
2020
Off-the-grid line spectrum denoising and estimation with multiple measurement vectors. Zbl 1412.94058
Li, Yuanxin; Chi, Yuejie
11
2016
Communication-efficient distributed optimization in networks with gradient tracking and variance reduction. Zbl 07307473
Li, Boyue; Cen, Shicong; Chen, Yuxin; Chi, Yuejie
8
2020
Spectral methods for data science: a statistical perspective. Zbl 1524.68267
Chen, Yuxin; Chi, Yuejie; Fan, Jianqing; Ma, Cong
7
2021
Median-truncated nonconvex approach for phase retrieval with outliers. Zbl 1431.94028
Zhang, Huishuai; Chi, Yuejie; Liang, Yingbin
7
2018
Low-rank positive semidefinite matrix recovery from corrupted rank-one measurements. Zbl 1414.94385
Li, Yuanxin; Sun, Yue; Chi, Yuejie
6
2017
Compressive two-dimensional harmonic retrieval via atomic norm minimization. Zbl 1394.94126
Chi, Yuejie; Chen, Yuxin
6
2015
Subspace estimation from unbalanced and incomplete data matrices: \({\ell_{2,\infty}}\) statistical guarantees. Zbl 1471.62371
Cai, Changxiao; Li, Gen; Chi, Yuejie; Poor, H. Vincent; Chen, Yuxin
6
2021
Fast global convergence of natural policy gradient methods with entropy regularization. Zbl 1500.90086
Cen, Shicong; Cheng, Chen; Chen, Yuxin; Wei, Yuting; Chi, Yuejie
5
2022
Beyond procrustes: balancing-free gradient descent for asymmetric low-rank matrix sensing. Zbl 07591387
Ma, Cong; Li, Yuanxin; Chi, Yuejie
5
2021
Non-convex low-rank matrix recovery with arbitrary outliers via median-truncated gradient descent. Zbl 1471.62376
Li, Yuanxin; Chi, Yuejie; Zhang, Huishuai; Liang, Yingbin
5
2020
Nonconvex matrix factorization from rank-one measurements. Zbl 1473.65050
Li, Yuanxin; Ma, Cong; Chen, Yuxin; Chi, Yuejie
5
2021
Low-rank matrix recovery with scaled subgradient methods: fast and robust convergence without the condition number. Zbl 07591494
Tong, Tian; Ma, Cong; Chi, Yuejie
4
2021
On the stable resolution limit of total variation regularization for spike deconvolution. Zbl 1453.94025
Da Costa, Maxime Ferreira; Chi, Yuejie
3
2020
Policy mirror descent for regularized reinforcement learning: a generalized framework with linear convergence. Zbl 07702810
Zhan, Wenhao; Cen, Shicong; Huang, Baihe; Chen, Yuxin; Lee, Jason D.; Chi, Yuejie
3
2023
Guaranteed recovery of one-hidden-layer neural networks via cross entropy. Zbl 1523.94024
Fu, Haoyu; Chi, Yuejie; Liang, Yingbin
3
2020
Analytical convergence regions of accelerated gradient descent in nonconvex optimization under regularity condition. Zbl 1440.93071
Xiong, Huaqing; Chi, Yuejie; Hu, Bin; Zhang, Wei
3
2020
Sample complexity of asynchronous Q-learning: sharper analysis and variance reduction. Zbl 1489.90209
Li, Gen; Wei, Yuting; Chi, Yuejie; Gu, Yuantao; Chen, Yuxin
3
2022
Accelerating ill-conditioned low-rank matrix estimation via scaled gradient descent. Zbl 07415093
Tong, Tian; Ma, Cong; Chi, Yuejie
3
2021
Softmax policy gradient methods can take exponential time to converge. Zbl 1522.90263
Li, Gen; Wei, Yuting; Chi, Yuejie; Chen, Yuxin
2
2023
Convergence of distributed stochastic variance reduced methods without sampling extra data. Zbl 07591013
Cen, Shicong; Zhang, Huishuai; Chi, Yuejie; Chen, Wei; Liu, Tie-Yan
2
2020
PETRELS: parallel subspace estimation and tracking by recursive least squares from partial observations. Zbl 1394.94127
Chi, Yuejie; Eldar, Yonina C.; Calderbank, Robert
2
2013
Manifold gradient descent solves multi-channel sparse blind deconvolution provably and efficiently. Zbl 1475.94044
Shi, Laixi; Chi, Yuejie
2
2021
Stable separation and super-resolution of mixture models. Zbl 1442.94013
Li, Yuanxin; Chi, Yuejie
2
2019
Median-truncated gradient descent: a robust and scalable nonconvex approach for signal estimation. Zbl 1450.94011
Chi, Yuejie; Li, Yuanxin; Zhang, Huishuai; Liang, Yingbin
1
2019
Policy mirror descent for regularized reinforcement learning: a generalized framework with linear convergence. Zbl 07702810
Zhan, Wenhao; Cen, Shicong; Huang, Baihe; Chen, Yuxin; Lee, Jason D.; Chi, Yuejie
3
2023
Softmax policy gradient methods can take exponential time to converge. Zbl 1522.90263
Li, Gen; Wei, Yuting; Chi, Yuejie; Chen, Yuxin
2
2023
Fast global convergence of natural policy gradient methods with entropy regularization. Zbl 1500.90086
Cen, Shicong; Cheng, Chen; Chen, Yuxin; Wei, Yuting; Chi, Yuejie
5
2022
Sample complexity of asynchronous Q-learning: sharper analysis and variance reduction. Zbl 1489.90209
Li, Gen; Wei, Yuting; Chi, Yuejie; Gu, Yuantao; Chen, Yuxin
3
2022
Spectral methods for data science: a statistical perspective. Zbl 1524.68267
Chen, Yuxin; Chi, Yuejie; Fan, Jianqing; Ma, Cong
7
2021
Subspace estimation from unbalanced and incomplete data matrices: \({\ell_{2,\infty}}\) statistical guarantees. Zbl 1471.62371
Cai, Changxiao; Li, Gen; Chi, Yuejie; Poor, H. Vincent; Chen, Yuxin
6
2021
Beyond procrustes: balancing-free gradient descent for asymmetric low-rank matrix sensing. Zbl 07591387
Ma, Cong; Li, Yuanxin; Chi, Yuejie
5
2021
Nonconvex matrix factorization from rank-one measurements. Zbl 1473.65050
Li, Yuanxin; Ma, Cong; Chen, Yuxin; Chi, Yuejie
5
2021
Low-rank matrix recovery with scaled subgradient methods: fast and robust convergence without the condition number. Zbl 07591494
Tong, Tian; Ma, Cong; Chi, Yuejie
4
2021
Accelerating ill-conditioned low-rank matrix estimation via scaled gradient descent. Zbl 07415093
Tong, Tian; Ma, Cong; Chi, Yuejie
3
2021
Manifold gradient descent solves multi-channel sparse blind deconvolution provably and efficiently. Zbl 1475.94044
Shi, Laixi; Chi, Yuejie
2
2021
Implicit regularization in nonconvex statistical estimation: gradient descent converges linearly for phase retrieval, matrix completion, and blind deconvolution. Zbl 1445.90089
Ma, Cong; Wang, Kaizheng; Chi, Yuejie; Chen, Yuxin
32
2020
Noisy matrix completion: understanding statistical guarantees for convex relaxation via nonconvex optimization. Zbl 1477.90060
Chen, Yuxin; Chi, Yuejie; Fan, Jianqing; Ma, Cong; Yan, Yuling
16
2020
Communication-efficient distributed optimization in networks with gradient tracking and variance reduction. Zbl 07307473
Li, Boyue; Cen, Shicong; Chen, Yuxin; Chi, Yuejie
8
2020
Non-convex low-rank matrix recovery with arbitrary outliers via median-truncated gradient descent. Zbl 1471.62376
Li, Yuanxin; Chi, Yuejie; Zhang, Huishuai; Liang, Yingbin
5
2020
On the stable resolution limit of total variation regularization for spike deconvolution. Zbl 1453.94025
Da Costa, Maxime Ferreira; Chi, Yuejie
3
2020
Guaranteed recovery of one-hidden-layer neural networks via cross entropy. Zbl 1523.94024
Fu, Haoyu; Chi, Yuejie; Liang, Yingbin
3
2020
Analytical convergence regions of accelerated gradient descent in nonconvex optimization under regularity condition. Zbl 1440.93071
Xiong, Huaqing; Chi, Yuejie; Hu, Bin; Zhang, Wei
3
2020
Convergence of distributed stochastic variance reduced methods without sampling extra data. Zbl 07591013
Cen, Shicong; Zhang, Huishuai; Chi, Yuejie; Chen, Wei; Liu, Tie-Yan
2
2020
Nonconvex optimization meets low-rank matrix factorization: an overview. Zbl 07123429
Chi, Yuejie; Lu, Yue M.; Chen, Yuxin
53
2019
Gradient descent with random initialization: fast global convergence for nonconvex phase retrieval. Zbl 1415.90086
Chen, Yuxin; Chi, Yuejie; Fan, Jianqing; Ma, Cong
31
2019
Stable separation and super-resolution of mixture models. Zbl 1442.94013
Li, Yuanxin; Chi, Yuejie
2
2019
Median-truncated gradient descent: a robust and scalable nonconvex approach for signal estimation. Zbl 1450.94011
Chi, Yuejie; Li, Yuanxin; Zhang, Huishuai; Liang, Yingbin
1
2019
Median-truncated nonconvex approach for phase retrieval with outliers. Zbl 1431.94028
Zhang, Huishuai; Chi, Yuejie; Liang, Yingbin
7
2018
A nonconvex approach for phase retrieval: reshaped Wirtinger flow and incremental algorithms. Zbl 1440.94020
Zhang, Huishuai; Liang, Yingbin; Chi, Yuejie
25
2017
Low-rank positive semidefinite matrix recovery from corrupted rank-one measurements. Zbl 1414.94385
Li, Yuanxin; Sun, Yue; Chi, Yuejie
6
2017
Off-the-grid line spectrum denoising and estimation with multiple measurement vectors. Zbl 1412.94058
Li, Yuanxin; Chi, Yuejie
11
2016
Exact and stable covariance estimation from quadratic sampling via convex programming. Zbl 1359.62181
Chen, Yuxin; Chi, Yuejie; Goldsmith, Andrea J.
28
2015
Compressive two-dimensional harmonic retrieval via atomic norm minimization. Zbl 1394.94126
Chi, Yuejie; Chen, Yuxin
6
2015
Robust spectral compressed sensing via structured matrix completion. Zbl 1360.94064
Chen, Yuxin; Chi, Yuejie
31
2014
PETRELS: parallel subspace estimation and tracking by recursive least squares from partial observations. Zbl 1394.94127
Chi, Yuejie; Eldar, Yonina C.; Calderbank, Robert
2
2013
Sensitivity to basis mismatch in compressed sensing. Zbl 1392.94144
Chi, Yuejie; Scharf, Louis L.; Pezeshki, Ali; Calderbank, A. Robert
41
2011
all top 5

Cited by 526 Authors

14 Cai, Jian-Feng
13 Chen, Yuxin
13 Chi, Yuejie
11 Fan, Jianqing
7 Huang, Meng
7 Ma, Cong
6 Wang, Yang
6 Wei, Ke
5 Fornasier, Massimo
4 Li, Dong
4 Li, Gen
4 Ling, Shuyang
4 Strohmer, Thomas
4 Wang, Kaizheng
3 Adcock, Ben
3 Bahmani, Sohail
3 Bala Abubakar, Auwal
3 Davis, Damek Shea
3 Ding, Lijun
3 Drusvyatskiy, Dmitriy
3 Hansen, Anders C.
3 Huang, Hui
3 Ibrahim, Abdulkarim Hassan
3 Jung, Peter
3 Krahmer, Felix
3 Kueng, Richard
3 Liao, Wenjing
3 Liu, Ping
3 Pan, Shaohua
3 Pareschi, Lorenzo
3 Rauhut, Holger
3 Stöger, Dominik
3 Sünnen, Philippe
3 Wang, Tianming
3 Wen, Ruiping
3 Xia, Yu
3 Yan, Yuling
3 Ying, Lexing
3 You, Juntao
2 Abbe, Emmanuel
2 Antun, Vegard
2 Aujol, Jean-François
2 Bi, Shujun
2 Cai, Changxiao
2 Candès, Emmanuel J.
2 Carmon, Yair
2 Charisopoulos, Vasileios
2 Chen, Wengu
2 Chen, Yudong
2 Choi, Jae Kyu
2 Daneshmand, Amir
2 Duchi, John C.
2 Fannjiang, Albert C.
2 Han, Chongzhao
2 Hur, YoonHaeng
2 Josz, Cédric
2 Khoo, Yuehaw
2 Kumam, Poom
2 Li, Haoya
2 Li, Jingyang
2 Li, Peng
2 Li, Shuzhen
2 Li, Song
2 Li, Xiao
2 Li, Yong
2 Li, Yuanxin
2 Lian, Feng
2 Liu, Hongqing
2 Liu, Jing
2 Ma, Anna
2 Milzarek, Andre
2 Montúfar, Guido F.
2 Nadler, Boaz
2 Needell, Deanna
2 Ng, Michael Kwok-Po
2 Poon, Clarice
2 Poor, Harold Vincent
2 Qu, Annie
2 Qu, Qing
2 Scutari, Gesualdo
2 Shi, Hui
2 So, Anthony Man-Cho
2 Sojoudi, Somayeh
2 Sun, Ruoyu
2 Terstiege, Ulrich
2 Traonmilin, Yann
2 Tyagi, Hemant
2 Wei, Yuting
2 Xia, Dong
2 Xu, Yi
2 Xu, Zhiqiang
2 Yan, Xihong
2 Yao, Xianghua
2 Yazici, Birsen
2 Yonel, Bariscan
2 Zhang, Anru R.
2 Zhong, Yiqiao
2 Zhou, Likai
2 Zhu, Zhihui
2 Zilber, Pini
...and 426 more Authors
all top 5

Cited in 76 Serials

23 Applied and Computational Harmonic Analysis
20 SIAM Journal on Optimization
16 The Annals of Statistics
11 Mathematical Programming. Series A. Series B
11 SIAM Journal on Imaging Sciences
10 SIAM Journal on Mathematics of Data Science
9 Journal of Machine Learning Research (JMLR)
6 Inverse Problems
6 The Journal of Fourier Analysis and Applications
5 Journal of the American Statistical Association
5 Circuits, Systems, and Signal Processing
5 SIAM Journal on Matrix Analysis and Applications
5 Mathematical Problems in Engineering
4 Multidimensional Systems and Signal Processing
4 Linear Algebra and its Applications
4 SIAM Journal on Scientific Computing
4 Foundations of Computational Mathematics
3 Operations Research
3 Journal of Scientific Computing
3 Computational Optimization and Applications
3 Electronic Journal of Statistics
2 Communications on Pure and Applied Mathematics
2 Journal of the Franklin Institute
2 Applied Mathematics and Computation
2 Automatica
2 Journal of Optimization Theory and Applications
2 Machine Learning
2 Journal of Inequalities and Applications
2 Journal of Applied Mathematics
2 Mathematical Biosciences and Engineering
2 Journal of Industrial and Management Optimization
2 Mathematical Programming Computation
2 Information and Inference
2 Annals of Applied Mathematics
1 Computers & Mathematics with Applications
1 Journal of Mathematical Analysis and Applications
1 Information Sciences
1 Journal of Approximation Theory
1 Mathematics and Computers in Simulation
1 Mathematics of Operations Research
1 Results in Mathematics
1 SIAM Journal on Control and Optimization
1 SIAM Journal on Numerical Analysis
1 Chinese Annals of Mathematics. Series B
1 Optimization
1 Journal of Complexity
1 Constructive Approximation
1 Statistical Science
1 Neural Networks
1 Japan Journal of Industrial and Applied Mathematics
1 IEEE Transactions on Signal Processing
1 Journal of Global Optimization
1 M\(^3\)AS. Mathematical Models & Methods in Applied Sciences
1 SIAM Review
1 ETNA. Electronic Transactions on Numerical Analysis
1 Advances in Computational Mathematics
1 Analysis and Applications (Singapore)
1 International Journal of Wavelets, Multiresolution and Information Processing
1 Acta Numerica
1 Journal of Statistical Mechanics: Theory and Experiment
1 Inverse Problems in Science and Engineering
1 Optimization Letters
1 The Annals of Applied Statistics
1 Set-Valued and Variational Analysis
1 Sankhyā. Series A
1 Statistics and Computing
1 Forum of Mathematics, Sigma
1 Bayesian Analysis
1 Journal of the Operations Research Society of China
1 Journal of Mathematics
1 Research in the Mathematical Sciences
1 SIAM Journal on Applied Algebra and Geometry
1 Journal of Nonlinear and Variational Analysis
1 Mathematical Statistics and Learning
1 Information Geometry
1 Sampling Theory, Signal Processing, and Data Analysis

Citations by Year