PhD in Computational Science and Engineering/Mathematics
The Georgia Institute of Technology, 2016
Latent Space Model for Higher-order Networks and Generalized Tensor Decomposition
Article
Optimal estimation and computational limit of low-rank Gaussian mixtures
Article
Edgeworth Expansions for Network Moments
Article
Generalized Low-rank plus Sparse Tensor Estimation by Fast Riemannian Optimization
Article
INFERENCE FOR LOW-RANK TENSORS—NO NEED TO DEBIAS
Article
Provable Tensor-Train Format Tensor Completion by Riemannian Optimization
Article
Community detection on mixture multi-layer networks via regularised tensor decomposition
Article
Effective Tensor Sketching via Sparsification
Article
Normal approximation and confidence region of singular subspaces
Article
Statistical Inferences of Linear Forms for Noisy Matrix Completion
Article
Statistically Optimal and Computationally Efficient Low Rank Tensor Completion from Noisy Entries
Article
Confidence Region of Singular Subspaces for Low-rank Matrix Regression
Article
Non-asymptotic Bounds for Percentiles of Independent Non-identical Random Variables
Article
On Polynomial Time Methods for Exact Low-Rank Tensor Completion
Article
The Sup-norm Perturbation of HOSVD and Low Rank Tensor Denoising
Article
Tensor SVD: Statistical and Computational Limits.
Article
Estimation of Low Rank Density Matrices by Pauli Measurements
Article
Variable Selection of Linear Programming Discriminant Estimator
Article
Estimation of Low Rank Density Matrices: Bounds in Schatten Norms and Other Distances
Article
Perturbation of Linear Forms of Singular Vectors Under Gaussian Noise
Conference paper
Optimal Estimation of Low Rank Density Matrices
Article
Community detection on mixture multi-layer networks via regularised tensor decomposition
Normal approximation and confidence region of singular subspaces
Statistical Inferences of Linear Forms for Noisy Matrix Completion
Statistically Optimal and Computationally Efficient Low Rank Tensor Completion from Noisy Entries
Perturbation of Linear Forms of Singular Vectors Under Gaussian Noise
Estimation of Low Rank Density Matrices by Pauli Measurements
Article
Variable Selection of Linear Programming Discriminant Estimator
Article
Estimation of Low Rank Density Matrices: Bounds in Schatten Norms and Other Distances
Article
Perturbation of Linear Forms of Singular Vectors Under Gaussian Noise
Conference paper
Optimal Estimation of Low Rank Density Matrices
Article
No Publications |
MATH4424 | Multivariate Analysis |
MSDM5054 | Statistical Machine Learning |
MATH3424 | Regression Analysis |
MATH4999 | Independent Capstone Project |
MATH6914N | Reading Course: Concentration Inequalities and Applications |
MATH4424 | Multivariate Analysis |
MSDM5054 | Statistical Machine Learning |
No Teaching Assignments |
No Teaching Assignments |
No Teaching Assignments |
GU, Yanwu
Mathematics
HOU, Zhen
Mathematics
SUN, Weixiao
Mathematics
DUAN, Congyuan
Mathematics
FANG, Linjiajie
Individualized Interdisciplinary Program (Data Science and Analytics)
ZHA, Mengyue
Mathematics
MA, Wanteng
Mathematics
SHEN, Yinan
Mathematics
ZONG, Bohang
Mathematics
LYU, Zhongyuan
(co-supervision)
Mathematics( Completed in 2023 )
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