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Yuxin Chen
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Solving random quadratic systems of equations is nearly as easy as solving linear systems
Y Chen, EJ Candès
Communications on pure and applied mathematics 70 (5), 822-883, 2017
6332017
Nonconvex optimization meets low-rank matrix factorization: An overview
Y Chi, YM Lu, Y Chen
IEEE Transactions on Signal Processing 67 (20), 5239-5269, 2019
4732019
Implicit regularization in nonconvex statistical estimation: Gradient descent converges linearly for phase retrieval, matrix completion, and blind deconvolution
C Ma, K Wang, Y Chi, Y Chen
Foundations of Computational Mathematics 20 (3), 451-632, 2020
387*2020
Robust spectral compressed sensing via structured matrix completion
Y Chen, Y Chi
IEEE Transactions on Information Theory 60 (10), 6576-6601, 2014
343*2014
Gradient descent with random initialization: fast global convergence for nonconvex phase retrieval
Y Chen, Y Chi, J Fan, C Ma
Mathematical Programming 176 (1-2), 5-37, 2019
2722019
Exact and stable covariance estimation from quadratic sampling via convex programming
Y Chen, Y Chi, AJ Goldsmith
IEEE Transactions on Information Theory 61 (7), 4034-4059, 2015
2622015
Compressive two-dimensional harmonic retrieval via atomic norm minimization
Y Chi, Y Chen
IEEE Transactions on Signal Processing 63 (4), 1030-1042, 2014
2132014
Fast global convergence of natural policy gradient methods with entropy regularization
S Cen, C Cheng, Y Chen, Y Wei, Y Chi
Operations Research 70 (4), 2563-2578, 2022
2062022
Spectral Methods for Data Science: A Statistical Perspective
Y Chen, Y Chi, J Fan, C Ma
Foundations and Trends® in Machine Learning 14 (5), 566-806, 2021
181*2021
Spectral MLE: Top-k rank aggregation from pairwise comparisons
Y Chen, C Suh
International Conference on Machine Learning, 371-380, 2015
1752015
The likelihood ratio test in high-dimensional logistic regression is asymptotically a rescaled Chi-square
P Sur, Y Chen, EJ Candès
Probability Theory and Related Fields 175 (1-2), 487-558, 2019
1622019
Noisy matrix completion: Understanding statistical guarantees for convex relaxation via nonconvex optimization
Y Chen, Y Chi, J Fan, C Ma, Y Yan
SIAM Journal on Optimization 30 (4), 3098-3121, 2020
157*2020
Near-optimal joint object matching via convex relaxation
Y Chen, LJ Guibas, QX Huang
International Conference on Machine Learning, 2014
1552014
Spectral method and regularized MLE are both optimal for top- ranking
Y Chen, J Fan, C Ma, K Wang
The Annals of Statistics 47 (4), 2204-2235, 2019
1522019
Breaking the sample size barrier in model-based reinforcement learning with a generative model
G Li, Y Wei, Y Chi, Y Chen
Operations Research 72 (1), 203-221, 2024
140*2024
Inference and uncertainty quantification for noisy matrix completion
Y Chen, J Fan, C Ma, Y Yan
Proceedings of the National Academy of Sciences 116 (46), 22931-22937, 2019
1352019
Deterministic matrices matching the compressed sensing phase transitions of Gaussian random matrices
H Monajemi, S Jafarpour, M Gavish, DL Donoho, SCME Collaboration
Proceedings of the National Academy of Sciences 110 (4), 1181-1186, 2013
1212013
Communication-efficient distributed optimization in networks with gradient tracking and variance reduction
B Li, S Cen, Y Chen, Y Chi
Journal of Machine Learning Research 21 (180), 1-51, 2020
1142020
The projected power method: An efficient algorithm for joint alignment from pairwise differences
Y Chen, EJ Candès
Communications on Pure and Applied Mathematics 71 (8), 1648-1714, 2018
1132018
Sample complexity of asynchronous Q-learning: Sharper analysis and variance reduction
G Li, Y Wei, Y Chi, Y Gu, Y Chen
IEEE Transactions on Information Theory 68 (1), 448-473, 2022
1122022
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Artikelen 1–20