Research output per year
Research output per year
Personal profile
Author IDs
ORCID iD: 0000-0002-6008-6614
Scopus Author ID: 23972818200
Impact
Qualifications (Brief)
BSc (USTC) PhD(Brown)
Qualifications/Experiences
- 2014 - 2016, Senior Lecturer, University of New South Wales.
- 2007 - 2014, Assistant Professor, Nanyang Technological University.
Biography
Dr. Lian got his PhD in Applied Mathematics from Brown University in 2007. He joined the city university of HK in 2016, after 7 years as an assistant professor in Nanyang Technological University and then 2 years as a senior lecturer at the university of New South Wales. His research interest include high-dimensional data analysis, Bayesian statistics and functional data analysis.
Research Interests/Areas
- high-dimensional data analysis
- Bayesian statistics
- functional data analysis
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):
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Collaborations from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
Research output
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Correction: Single-Index Mixed-Effects Model for Asymmetric Bivariate Clustered Data
Zhao, W., Bandyopadhyay, D. & Lian, H., Jun 2025, In: Journal of the Indian Society for Probability and Statistics. 26, 1, p. 503 1 p.Research output: Journal Publications and Reviews › Erratum › peer-review
Open Access -
Debiased transfer learning estimation and inference for multinomial regression
Yang, J. (Co-first Author), Wang, L. (Co-first Author) & Lian, H. (Co-first Author), Jun 2025, In: Statistics and Computing. 35, 3, 73.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
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Decentralized Learning of Quantile Regression: A Smoothing Approach
Shi, J., Wang, Y., Zhu, Z. & Lian, H., 7 Feb 2025, (Online published) In: Journal of Computational and Graphical Statistics.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
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Distributed Estimation for ℓ0-Constrained Quantile Regression Using Iterative Hard Thresholding
Zhao, Z. & Lian, H., Feb 2025, In: Mathematics. 13, 4, 669.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Open AccessFile13 Downloads (CityUHK Scholars) -
Improved analysis of supervised learning in the RKHS with random features: Beyond least squares
Liu, J., Wang, L. & Lian, H., Apr 2025, In: Neural Networks. 184, 107091.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
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GRF: Decentralized Learning: Statistics Meets Optimization
LIAN, H. (Principal Investigator / Project Coordinator)
1/10/24 → …
Project: Research
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NSFC-GP-SRI: 再生核希尔伯特空间中的分布式随机投影估计方法
LIAN, H. (Principal Investigator / Project Coordinator)
1/01/24 → …
Project: Research
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GRF: Low-rank Nonparametric Regression and Application to Reinforcement Learning
LIAN, H. (Principal Investigator / Project Coordinator)
1/01/23 → …
Project: Research
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GRF: Distributed Estimation with Random Projection in Reproducing Kernel Hilbert Spaces
LIAN, H. (Principal Investigator / Project Coordinator)
1/01/22 → …
Project: Research
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ResCtrs: Liu Bie Ju Centre for Mathematical Sciences (LBJ) (University Fund)
LU, Y. Y. (Principal Investigator / Project Coordinator), CHAN, H. F. R. (Co-Investigator), DAI, D. (Co-Investigator), FENG, H. (Co-Investigator), HO, W. C. D. (Co-Investigator), LIAN, H. (Co-Investigator), LIU, H. (Co-Investigator), LO, W. C. (Co-Investigator), MOU, C. (Co-Investigator), QIU, W. (Co-Investigator), SMALE, S. (Co-Investigator), WONG, S. C. R. (Co-Investigator), WYLIE, J. J. (Co-Investigator), XIANG, W. (Co-Investigator), ZHANG, S. (Co-Investigator), ZHOU, X. (Co-Investigator) & ZHUANG, X. (Co-Investigator)
1/11/97 → …
Project: Research
Prizes
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Stanford's top 2% most highly cited scientists 2023
LIAN, H. (Recipient), Oct 2023
Prize: 64B_Prizes and awards
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Stanford's top 2% most highly cited scientists 2021
LIAN, H. (Recipient), Oct 2021
Prize: 64B_Prizes and awards