Projects per year
Personal profile
Research interests
Mathematics & Statistics - High-dimensional statistics
Mathematics & Statistics - Statistical machine learning
Computer Science / Information Technology - Optimization
Mathematics & Statistics - Statistical machine learning
Computer Science / Information Technology - Optimization
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
Related documents
Education/Academic qualification
PhD in Computational Science and Engineering/Mathematics, PhD, Georgia Institute of Technology
2016
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Statistical Inference and Multiple Tests for Tensor Linear Forms
XIA, D. (PI)
1/01/25 → 31/12/27
Project: Research
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Online Methods and Statistical Theories for Tensor Data Analysis
XIA, D. (PI)
1/01/24 → 31/12/26
Project: Research
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Low-rank Mixture Model: Tensor-based Methods, Theory, and Applications
XIA, D. (PI)
1/01/23 → 30/06/26
Project: Research
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Statistical Methods, Theory, and Applications for Robust Low-rank Tensor Estimation
ZHANG, A. (CoI), XIA, D. (PI) & YUAN, M. (CoI)
1/01/22 → 30/06/25
Project: Research
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Statistical theory and applications of AM algorithms for noisy tensor decomposition
XIA, D. (PI), YUAN, M. (CoI) & KE, Z. T. (CoI)
1/01/21 → 30/06/24
Project: Research
Research output
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COMPUTATIONALLY EFFICIENT AND STATISTICALLY OPTIMAL ROBUST HIGH-DIMENSIONAL LINEAR REGRESSION
Shen, Y., Li, J., Cai, J. F. & Xia, D., Feb 2025, In: Annals of Statistics. 53, 1, p. 374-399 26 p.Research output: Contribution to journal › Journal Article › peer-review
1 Citation (Scopus) -
Higher-Order Accurate Two-Sample Network Inference and Network Hashing
Shao, M., Xia, D., Zhang, Y., Wu, Q. & Chen, S., 5 Aug 2025, In: Journal of the American Statistical Association. 13 p.Research output: Contribution to journal › Journal Article › peer-review
1 Citation (Scopus) -
Online Policy Learning and Inference by Matrix Completion
DUAN, C., LI, J. & XIA, D., 10 Oct 2025, In: Journal of the American Statistical Association. 25 p.Research output: Contribution to journal › Journal Article › peer-review
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Online Quantile Regression
SHEN, Y., XIA, D. & Zhou, W.-X., Oct 2025, In: Journal of Machine Learning Research. 26, 231, p. 1-55Research output: Contribution to journal › Journal Article › peer-review
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Optimal clustering by Lloyd’s algorithm for low-rank mixture model
LYU, Z. & XIA, D., 2025, In: Journal of the Royal Statistical Society. Series B: Statistical Methodology. p. 1-23Research output: Contribution to journal › Journal Article › peer-review