Personal profile
Chinese Name
Biography
Dr. Le Zhou is an assistant professor in the Department of Mathematics at Hong Kong Baptist University. Dr. Zhou received his Bachelor degree in pure and applied mathematics from Tsinghua University in 2016. He obtained his Ph.D. in statistics at the University of Minnesota in 2021, under the supervision of Professor Hui Zou.
Research Interests
High-dimensional data analysis, statistical learning theory, high dimensional probability
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Collaborations and top research areas from the last five years
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Research on Deep Statistical Learning Theory and Methods for Brain Imaging Data
CHENG, M.-Y. (PI), CHEN, Y. (CoI), ZHOU, L. (CoI), YAO, S. (CoI), WANG, H. (CoI), Pan, J. (PI), Ma, C. (CoI), Zhang, B. H. (CoI), Li, Q. (CoI), Li, Y. (CoI) & Su, P. (CoI)
1/05/25 → 30/04/28
Project: Research project
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Efficient regression methods for flexible high dimensional models with heavy-tailed error
ZHOU, L. (PI) & Zou, H. (CoI)
1/01/25 → 31/12/27
Project: Research project
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High dimensional inference via kernel convolution smoothing
ZHOU, L. (PI)
1/01/24 → 31/12/26
Project: Research project
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Research Output
- 5 Journal article
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Cross-Fitted Residual Regression for High-Dimensional Heteroscedasticity Pursuit
Zhou, L. & Zou, H., 3 Apr 2023, In: Journal of the American Statistical Association. 118, 542, p. 1056-1065 10 p.Research output: Contribution to journal › Journal article › peer-review
5 Citations (Scopus) -
Density-Convoluted Tensor Support Vector Machines
Wang, B., Zhou, L., Yang, J. & Mai, Q., 1 Feb 2024, In: Statistics and its Interface. 17, 2, p. 231–247 17 p.Research output: Contribution to journal › Journal article › peer-review
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Enveloped Huber Regression
Zhou, L., Cook, R. D. & Zou, H., 1 Oct 2024, In: Journal of the American Statistical Association. 119, 548, p. 2722-2732 11 p.Research output: Contribution to journal › Journal article › peer-review
6 Citations (Scopus) -
Sparse Convoluted Rank Regression in High Dimensions
Zhou, L., Wang, B. & Zou, H., Apr 2024, In: Journal of the American Statistical Association. 119, 546, p. 1500-1512 13 p.Research output: Contribution to journal › Journal article › peer-review
16 Citations (Scopus) -
Density-Convoluted Support Vector Machines for High-Dimensional Classification
Wang, B., Zhou, L., Gu, Y. & Zou, H., Apr 2023, In: IEEE Transactions on Information Theory. 69, 4, p. 2523-2536 14 p.Research output: Contribution to journal › Journal article › peer-review
13 Citations (Scopus)