Projects per year
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Dive into the research topics where Yuxin Chen is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Projects
- 7 Active
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Trustworthy and Scalable Nonconvex Statistical Estimation for Sample-Starved Multi-Modal Data Models
5/1/20 → 4/30/23
Project: Research project
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CIF: Small: Taming Nonconvexity in High-Dimensional Statistical Estimation
NSF - National Science Foundation
10/1/19 → 9/30/22
Project: Research project
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The Unreasonable Effectiveness of Nonconvex Methods for High-Dimensional Statistical Data Analysis
4/15/19 → 4/14/22
Project: Research project
Research output
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Implicit Regularization in Nonconvex Statistical Estimation: Gradient Descent Converges Linearly for Phase Retrieval, Matrix Completion, and Blind Deconvolution
Ma, C., Wang, K., Chi, Y. & Chen, Y., Jun 1 2020, In: Foundations of Computational Mathematics. 20, 3, p. 451-632 182 p.Research output: Contribution to journal › Article › peer-review
10 Scopus citations -
Noisy matrix completion: Understanding statistical guarantees for convex relaxation via nonconvex optimization
Chen, Y., Chi, Y., Fan, J., Ma, C. & Yan, Y., 2020, In: SIAM Journal on Optimization. 30, 4, p. 3098-3121 24 p.Research output: Contribution to journal › Article › peer-review
Open Access -
Nonconvex matrix factorization from rank-one measurements
Li, Y., Ma, C., Chen, Y. & Chi, Y., 2020.Research output: Contribution to conference › Paper › peer-review
2 Scopus citations -
Gradient descent with random initialization: fast global convergence for nonconvex phase retrieval
Chen, Y., Chi, Y., Fan, J. & Ma, C., Jul 1 2019, In: Mathematical Programming. 176, 1-2, p. 5-37 33 p.Research output: Contribution to journal › Article › peer-review
25 Scopus citations -
Inference and uncertainty quantification for noisy matrix completion
Chen, Y., Fan, J., Ma, C. & Yan, Y., Nov 12 2019, In: Proceedings of the National Academy of Sciences of the United States of America. 116, 46, p. 22931-22937 7 p.Research output: Contribution to journal › Article › peer-review
Open Access5 Scopus citations