Projects per year
Personal profile
Chinese Name
樊軍
Biography
I am an Associate Professor in the Department of Mathematics at Hong Kong Baptist University. Prior to starting at HKBU, I was working as a research associate in the Department of Statistics at University of Wisconsin-Madison. I received my Ph.D. in Applied Mathematics from City University of Hong Kong and my B.Sc. in Statistics from Beijing Normal University.
Research Interests
statistical machine learning, deep learning theory, high dimensional 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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Dive into the research topics where Jun FAN is active. Topic labels come from the works of this scholar.
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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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基于核密度估计的有监督学习算法及其理论 Kernel Density Estimation Driven Supervised Learning: Algorithms and Theory
FAN, J. & ZHANG, Y.
1/01/24 → 31/12/26
Project: Research project
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Approximation analysis of outcome weighted learning by convolutional neural networks
1/01/24 → 31/12/26
Project: Research project
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Generalization analysis of operator learning by deep neural networks
1/01/25 → 31/12/27
Project: Research project
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Computational models for health management system using multi-source data
ZHANG, L., CHEUNG, K. W. & FAN, J.
1/09/22 → 31/08/24
Project: Research project
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Learning theory of outcome weighted schemes and related topics
1/01/21 → 30/06/24
Project: Research project
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Distributed Gradient Descent for Functional Learning
Yu, Z., Fan, J., Shi, Z. & Zhou, D. X., Sept 2024, In: IEEE Transactions on Information Theory. 70, 9, p. 6547-6571 25 p.Research output: Contribution to journal › Journal article › peer-review
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Generalization analysis of deep CNNs under maximum correntropy criterion
Zhang, Y., Fang, Z. & Fan, J., Jun 2024, In: Neural Networks. 174, 106226.Research output: Contribution to journal › Journal article › peer-review
1 Citation (Scopus) -
High-probability generalization bounds for pointwise uniformly stable algorithms
Fan, J. & Lei, Y., May 2024, In: Applied and Computational Harmonic Analysis. 70, 101632.Research output: Contribution to journal › Journal article › peer-review
1 Citation (Scopus) -
Learning Korobov Functions by Correntropy and Convolutional Neural Networks
Fang, Z., Mao, T. & Fan, J., Apr 2024, In: Neural Computation. 36, 4, p. 718-743 26 p.Research output: Contribution to journal › Journal article › peer-review
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On the convergence of gradient descent for robust functional linear regression
Wang, C. & Fan, J., Oct 2024, In: Journal of Complexity. 84, 20 p., 101858.Research output: Contribution to journal › Journal article › peer-review
Activities
- 5 Editor/reviewer for publications (incl. CDCF T61 Journal Editor)
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Frontiers in Applied Mathematics and Statistics (Journal)
Jun FAN (Associate editor)
2023 → …Activity: Publication peer-review/editorial work › Editor/reviewer for publications (incl. CDCF T61 Journal Editor)
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Journal of Mathematics (Journal)
Jun FAN (Member of editorial board)
2022 → …Activity: Publication peer-review/editorial work › Editor/reviewer for publications (incl. CDCF T61 Journal Editor)
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International Journal of Reproducing Kernels (Journal)
Jun FAN (Member of editorial board)
2022 → …Activity: Publication peer-review/editorial work › Editor/reviewer for publications (incl. CDCF T61 Journal Editor)
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Software Impacts (Journal)
Jun FAN (Associate editor)
2021 → …Activity: Publication peer-review/editorial work › Editor/reviewer for publications (incl. CDCF T61 Journal Editor)
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Mathematical Foundations of Computing (Journal)
Jun FAN (Associate editor)
2019 → …Activity: Publication peer-review/editorial work › Editor/reviewer for publications (incl. CDCF T61 Journal Editor)