Xiaoyu Hu

I am a postdoctoral researcher in the Department of Statistics and Data Science at National University of Singapore, advised by Professor Jin-Ting Zhang. Prior to this, I was a postdoctoral researcher at NUS, advised by Professor Zhenhua Lin.

I received my Ph.D. degree in 2021 from the Department of Probability and Statistics at Peking University, advised by Professor Fang Yao. I was a visiting Ph.D. student in the Department of Statistics and Data Science at Carnegie Mellon University, working with Professor Jing Lei.

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Research Interest
  • High-dimensional statistics
  • Functional data analysis
  • Conformal inference
  • Transfer learning
Publications

Two-Sample Distribution Tests in High Dimensions via Max-Sliced Wasserstein Distance and Bootstrapping
Xiaoyu Hu, Zhenhua Lin
Biometrika.

Transfer Learning Meets Functional Linear Regression: No Negative Transfer under Posterior Drift
Xiaoyu Hu, Zhenhua Lin
AAAI 2025.

A Two-Sample Conditional Distribution Test Using Conformal Prediction and Weighted Rank Sum
Xiaoyu Hu, Jing Lei
Journal of the American Statistical Association, 119(546), 1136-1154, 2024.

Dynamic Principal Component Analysis in High Dimensions
Xiaoyu Hu, Fang Yao
Journal of the American Statistical Association, 119(545), 308-319, 2024.

Sparse Functional Principal Component Analysis in High Dimensions
Xiaoyu Hu, Fang Yao
Statistica Sinica, 32(4): 1939-1960, 2022.


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