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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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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Asymmetry helps: Eigenvalue and eigenvector analyses of asymmetrically perturbed low-rank matrices
Chen, Y., Cheng, C. & Fan, J., Feb 2021, In: Annals of Statistics. 49, 1, p. 435-458 24 p.Research output: Contribution to journal › Article › peer-review
Open Access1 Scopus citations -
Nonconvex Matrix Factorization from Rank-One Measurements
Li, Y., Ma, C., Chen, Y. & Chi, Y., Mar 2021, In: IEEE Transactions on Information Theory. 67, 3, p. 1928-1950 23 p., 9317779.Research output: Contribution to journal › Article › peer-review
1 Scopus citations -
Subspace estimation from unbalanced and incomplete data matrices: L2,∞ statistical guarantees
Cai, C., Li, G., Chi, Y., Poor, H. V. & Chen, Y., 2021, In: Annals of Statistics. 49, 2, p. 944-967 24 p.Research output: Contribution to journal › Article › peer-review
1 Scopus citations -
Communication-efficient distributed optimization in networks with gradient tracking and variance reduction
Li, B., Cen, S., Chen, Y. & Chi, Y., Aug 2020, In: Journal of Machine Learning Research. 21Research output: Contribution to journal › Article › peer-review
2 Scopus citations -
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
14 Scopus citations